{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 简介\n",
    "对“数据层”处理用的较多的就是各种采样技术，包括过采样、欠采样、混合采样等，采样技术比较方便的一点是它和后面的建模流程相对独立，可以有更多的探索空间，它通常也是数据预处理阶段的一种常用技术，这一节主要借助于imblearn工具对过采样、欠采样、混合采样技术做介绍"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from collections import Counter\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "from imblearn import over_sampling,under_sampling,combine\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 262), (2, 4674)]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "X, y = make_classification(n_samples=5000, n_features=2,\n",
    "                           n_informative=2,n_redundant=0,\n",
    "                           n_repeated=0, n_classes=3,\n",
    "                           n_clusters_per_class=1,weights=[0.01, 0.05, 0.94],\n",
    "                           class_sep=0.8, random_state=0)\n",
    "sorted(Counter(y).items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b0b4bd198>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=X[:,0],y=X[:,1],c=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一.过采样\n",
    "主要包括随机过采样，SMOTE采样这两大类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.1随机过采样（ROS）\n",
    "主要思路：随机抽取正样本并进行多次复制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4674), (1, 4674), (2, 4674)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ros = over_sampling.RandomOverSampler(random_state=0)\n",
    "X_resampled, y_resampled = ros.fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2 SMOTE采样\n",
    "与ROS的简单复制不同，SMOTE会选择正样本附近的`k`个同类样本中的某一个，并在它们连线上的一个随机位置处生成新样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4674), (1, 4674), (2, 4674)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = over_sampling.SMOTE().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.3 BorderlineSMOTE\n",
    "BorderlineSMOTE只考虑对边界处的正样本做SMOTE操作，但有两种方式：  \n",
    "（1）`kind=borderline-1`：对边界正样本附近的**同类**样本做SMOTE(default)  \n",
    "（2）`kind=borderline-2`：对边界正样本附近的**所有**样本做SMOTE，不过新生成的样本点需要靠近正样本点（在正样本点和连线的中位点之间生成新样本）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4674), (1, 4674), (2, 4674)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#kind=borderline-1\n",
    "X_resampled, y_resampled = over_sampling.BorderlineSMOTE().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4674), (1, 4673), (2, 4674)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd4VNXWh999pk86oUpvIgIqVSxYEBEUsYLY60U/e1f0eq8NFb12rFhBRAQbKgioIKIggqL03kEI6cn0Ofv744RAMjPJTDLJJGG/z5MHcsreK8nMb/ZZexUhpUShUCgUDQct0QYoFAqFIr4oYVcoFIoGhhJ2hUKhaGAoYVcoFIoGhhJ2hUKhaGAoYVcoFIoGhhJ2hUKhaGAoYVcoFIoGhhJ2hUKhaGCYEzFp48aNZbt27RIxtUKhUNRbli1btl9K2aSy6xIi7O3atWPp0qWJmFqhUCjqLUKIbdFcp1wxCoVC0cBQwq5QKBQNDCXsCoVC0cBQwq5QKBQNDCXsCoVC0cBISFSMQqFoOOR53Dy9cAGzNqwHYEinzjw04FTS7Y4EW3b4ooRdoVBUmYCuc/G0KWzPzyeg6wB8uW4Ny/bsZvYV12DWlFMgEajfukKhqBJ/7NnNhVMnszk3t1TUwRD7fcVF/LhlUwKtO7xRwq5QKGLmq3VruPzzaazM2hf2vMvvZ+3+/bVsleIAyhWjUCgqZeW+vTyzcAEr9+2lSVISuwsL8AYDEa93WCy0z8ioRQsVh6KEXaFQlCHH7UIgyHAYm5+rs/ZxyfRPcAcMIS/weSsdw242M7hDpxq1UxEZJewKhQKATTnZ3DV7JuuyDRfK0U2a8sJZZ/Pi4l/xBCKvzssjgAnDzsdmVvKSKNRvXqFQ4PL7GTH9E/I9HmTJsRX79jJy2hQ0ROmxytAQnNi6DT1bHFFTpiqiQG2eKhQKvt2wDl8wWEbAdSnxBAIkWa1RjaEJwWnt2jP+7HNrxkhF1KgVu0KhYFdBAS6/P+S4OxCgzxEt2VtcVOpjD4fVZGLKhSMb1Epd+tcjC58E3zIQSeC8HJF8M0JYEm1apagVu0KhoEezZjgtoYLlMJs5t8tRPH3GYBo7nZiECHu/LiWLd+2oaTNrDRnchcy5BHyLAT/IPCh+F5n/YKJNiwol7AqFgtPatqddWjpWk6n0mM1komOjTE5q3ZbhXbqy+PqbuPP4E8tccwABCMKLfn1EFr8P0lfuqAc8s5HBfxJiUywoYVcoFJg0jakXj+K643rRLCmZ5snJ3NCzD1MuHIlWskrXhOC8o7qGlW9NaJzVqXPtGl2T+FcAoa4phA0Cm2vdnFhRPnaFQgFAktXK/Sedwv0nnRLxmlapaYw5+VSeXviTsdEqQQi454STaJ/egBKSzEeViHu5fQXpA3PbhJgUC0rYFQpFTFx1bE8Gtu/A7E0bkVIyuGMn2qSlJ9qsuCKSrkN6vgR5qLDbwHYKwtQyYXZFixJ2hUIRM61S07i+Z+9EmxF3ZDALgjvA1BaRMRFZ8BgEVgE2cI5ApNyfaBOjQgm7QqE47JHSj8wfA57vDD+69IJjOCLzU4ytYQ0RISKoLqI2TxUKxWGPLHwRPHMAH8hC41/3N8jiNxHCVK9EHZSwKxSKCpBSkudx4wsGE21KXJAyiPSvRQa2HnJMgvtjwFPuag8UT6pN8+KGcsUoFIqwfLdhPY8u+JFctxuTpjHy6O48NOC0sHHs9QHpXYjMuxfwgNSRppaIjDfA1AakO8JNhbVqY7xQK3aF4jBhd2EBi3fuYF9xUaXX/rZzB3fPncW+4mL8uo4nEODT1Sv5z7zva8HS+CMDO5G5N4PMAekCPBDcjMy5AtCN8MZwWI6tTTPjhlqxKxQNiICus7e4iHSbvbR4lzcQ4M7Z3zJ/6xasJjO+YIBzOnfhmUFnRexJ+uqSxSGlej2BAF+tW8NDA04j1War8Z8lHkgpQbqRrk+B8u4kCbIYfL8iUh9F5lwDeAEdMIGwIVIfrm2T44ISdoWiASClZOqqFYxbuACfHkSXkmFHHsWTpw/i6YULmL91K95gEG+Jr3zmxvW0SUvj9uNPDDvetvy8sMfNmsZ+V3G9EHa9+GMoehlkAYZzIkwmKRKC+xHOU6DxZ8iiCRBYC5ZuiKR/Icztjau8vyHdnwN+hP1csJ1WpzdUlbArFPWcKSv/ZtwvCyjwlu1sNGPdWgo9Hr7fsgm93D2eQIBJfy+PKOzHNmvOnqJCdFm2Ersu4YiUlHiaHxbp/RlZ9DIEdoC5MyLlHoS1Z+TrAxuRxZMguAusJxohi4XPAgd85xE2f2UQrEY8vjB3QqSPC7lELxgHrg85kIUqPd+CdQBkTKiz4q6EXaGox3y6agVPLpgXtqSuXw8yZ8umiPcW+soXuTrIHcefyPxtW8qU8nWYzdzS93js5potW6u7Z0H+A5RGqfiXIHOuhkbvIqx9Q66XnnnIvDsAH6CDbwnG6rySSB7hAPs5iApKBMjAVnC9B2Uq1UvwLUC6v0Y4h8fyo9UaavNUoajHvPTbrxXWSa+I3hXUTu+cmcm0i0cxoE07Um02OmRk8Phpg/i/Pv2qampUSCmh8GnChR7KwmfDXB80EovwQOlziYcKRd10JFiOQ6Q+hkgdG2ZMD3rRePSsQcjsiyFS/6jC/1X68yQKtWJXKOoxe4sqj3CJxCOnnF7h+a5NmvLh+RdVefyq4QE9K/wp/7rQY8GtkUMVw2Fqidbkm4inpZTGJqp/FcZGagXI/dHPW8soYW8A/PHDCma8/h1FucWccvEJnHXtadgcdX9zS1F9Wqemsb0gP+b72qWlc1TjJjVgUXWxgbAb0SrlMTVB6i6E5iw9JLFx0I9eGXZILlvrRUppbIoWvwt6DpjaQWA1lYo6gKi71SyVsNdzJj85nU/GfYmn2Hghrl2ykVnv/cDLv4zFaqv7LbwU1eO8o7ry6pLFMd/3xOln1IA11UcIDZl0PRRNoKxgmyC4G7mvN9LUFpH2BMLaFxFYg0SDkO1hoLRyvATtCEi6CQKr0PN+QNgGgH0osmg8FH9AqesnkBO9sSl3VeEnrB2UsNdj8rLy+fipz/F5Dm5weV1edq7bzbwpCznrmooftRX1m6CuM3nFXzHfd3HXbpzUpl38DYoTIulmpPQZkShS52BN9BK/eXAzMucGaPwZBLdBxM5Nh/jG9WwofKpkrADS+z0UvV1yf+RN5Ig4LkNzXhz7fbWEEvZ6zMqFazFbzWWEHcBT7OXXL39Xwt4A+XHLZsb9soBt+Xk0djgp8kbhMijBJATvnHsBp7ZrX4MWVh8hNETK3cjkW5H+tZBzGaHi60UWvY1wnBvZdVPu+jJIFwQ3EnFjNMSoVMh4HfQCsByPZqr5kM/qUG1hF0K0BiYCzTGeh96WUr5c3XEVlZPSKBkZ5nUpBKQ3S6t9gxQ1ynt/LuOZXxYQ0A23w+6i2OqYOMwWHGEaVtdVhLCCdCGFLUz/UR08M5Ba8xJhdxPeHVMR0Yi6DUxtEOkvIixHxjh+ySxSgvd7pHs6yCDCcT7YhyJEzdXciceKPQDcI6X8QwiRAiwTQsyVUq6Ow9iKCuh+8lGYraEvDimh/zm11wQhGAzyw+Sfydmdy4blW7BYTQy+eiCtOjfnu/fnsWbxelIbpyI00AM6wWCQ9b9vQmgaLTo0pTDHhavQRWF2IQF/kBYdmnH+bUPZvfEfNv+9DYlk68odZO/KRZc6jiQ7zlQHABabmfz9hbgK3KXvU5PFhMms4XOHyzQMT2aLdD7ZNaEmfj3VRkrJvXO/48u1q6NdX4YlKPWQMgG1gdRzIbABtBYIc+vQ8/5VENgC5iNDxdPcyaiNHhYdXG+W/P/A+8CK4bKJQzVK0Qwy3kIIM5jbVXkYWfBv8HxTGr0j/b+DZyakv1ZjCU7VFnYp5R5gT8n/C4UQa4CWgBL2GkbTNCzW0BWYEIK5H/3ECcP71LgNr976DjNenx1y/IePFkZ1/55Ne0OObVq+leevfyPiPa4CtyHkEQj6gwT9sb2xs/fkcaY2gtmBqWgR6qfUJFJKlu3ZzfytW0i2Wjm3y1G0TEkF4PvNm5i9aUO1RB3AFwxS4PEwbuECjkhNZfiRR5Fmt1ff+AhIKZGF48A1GYQVpA9p7Y1IH4/QkpF6ETL3eiOFHw1k0Dif8QZCGHYJU2Ok43xwf0H4kgAHKPl7ixSwnQLe70B6MPzvsa7kS9DSIWckUlgAgUx5GM0ZW/in9K8D99eUicuXbvD9Cv7fwVozeQFxfQULIdoBPYHf4jmuIjz5+wsozAl9HJdS8te8VTU+/8IvFocV9frMWeZL+OTZL2p1Tikld82eydVffsYbS3/jxcW/cObE95m1wYjb/mztqjIZoOVJi7Jui8Ns5sEf5/DWH7/z9MKfGPDBBFbtC/1gjRfSPR1cUwBvSflbL/iWliQUgSx4wogXl+4SH7nHOF/4UtmBtGZEvwL3gPMycFxT8n04Ua/MBWIG0RqCmzEabxSDLIKC/6B7Yqxu6fs1vA3ShfQuiG2sGIibsAshkoHPgDullAVhzo8WQiwVQizNyoqQgKCICXtS5NVWSqPkGp//1Vvfq/E5EsG7D37M+ZnX1Np8P27ZzPdbNuEO+JFglMkNBrh37ndsyc01fLQVcFvf/iRX4js3CYE3qJd+QHgCAYp8Pu747ttKx68yxe8RGmPuA+9cdP9O8Mwg3KYorg/Rc25BL56M7l8HxW8T/apbGh8WrreI7EMXYOoOlP9AtEPaeGg8C+Q+Qp8Q/JB3K7p7bpS2ACKN8I4RK4iaawAeF2EXQlgwRH2ylPLzcNdIKd+WUvaRUvZp0qQuJkbUXfbvymbS49MYd9WrzHr3Bzwuw+dod9oYcFF/LOXi1W1OGxffPazG7SrMrXrWY12nOLeYofZReD3RR51UlS/XrQm7IncHApwx6T3mbd2CVoEv9uUliyosK+Awm3FaLPj10FXvrsLCmDdho0FKD+i5Ec7qkD2UyKvwIPjmQuE4yLmCqCNXKLm08FEq/iAwQ/rj4LiEshIYgPx7wfsTiEgflDrk34PUo3zt2wdHiMbUjIieGqLawi4M7/+7wBop5QvVN0lxKKsXreO6rncy5enP+f6jBbx+5/uM7nE3BSUumDvfHM1xA7tjtVtISnNitVsYNnoQ54w+s8Zta3d0qxqfI5EEfEGGOa/grfsm1ug8Zq3iDbSArodUWTyUQp+PYITzTZxOpl48isbOpAh3S8wifh5ZKb3o+Q8h9/YBGb70r0E0H5gekPkcjGOPBld044oM0JIpu5oOGOeKXgdZwZzCBFG6UYSWjMiYYKzcRRKIZBDJiIxXEKZmUY1RFeLxFz0JuBIYKIRYXvJ1dhzGPeyRUvLMVa/iLvLg9xovNE+xl6xdOUx+8jMAHMkOnvr2Id5b8zJPzHiQKTve4qYXrqmVcqKPTLunxueoC0x//muGWEdRXFhZrHRsSClZsG0rK/bWnJ/bbjLTKjWVkUd3x24q6xIQQIeMRjRLjp/bTuY/WLJZWFJpMS7Ea5wDmBC+BeD5jvDJSR5wXk7FvvjobRLWvoimvyIy3kKkv4ZouhhhOy02k2Ok2sIupVwopRRSymOklMeVfM2Mh3GHO9m7c8jeFZriHPAF+Hl62TTyZm2b0GNAV1IzU5BSsua3Dcx69wf+XrC6xnyoLdo349XFT+FIrrnIirpCMBDk/LRrmD/1l7iN+eD3c7huxudszovksqg+e4oKuW3WN1xzXC96H3EETosFi6aRZLHQyOHg1aHxc9lJPQc8c4huNV4VBJGzTGMhiAxmg3CGPy0DoBeBuUf4+WQAbANimlEIC8LaD2E7wYjPr2FU5mkdxmKzRBRlqyP8i8Nd7GHMkCfZtHwrUoKmCZp3aMr/fnyU1Ebxz5Y7ql9nZhSEdnIPBoN43V4Wf72Mv35axYZlm7A5bPQefByde7VnwWeLmfP+/LjbU9OMvfQlvnrtO1746fFqPRU988sCpq1ZGUfLwhOQkqW7d5Hv9TDx/Iv545/dLP/nH5onJTOoQ0ds5vhJgHR/S8UhidWeIX5DCRBJVyALHitXHVIAfvBMK5nvwNpXx5BLDVIfR2h1OwFQCXsdJq1xKl36dmL1ovXowYOPfjanlWE3hvehv/fwFNYv3Yzfe/ANtmPtbl695R0enlJ7RYtMJhPOZCcDLx3AwEvDr27qo7CDUcphsGkkn+x6i8wWjWK+f1NONu/9uawGLAuPWTOR43bTNCmZ3i1a0rtFy7iOL6UPPLOg8Pm4jlujBPdA0i3g+wPcX2FIoeSgj/7Ah0gQsIF9KJg7IuznIMx1f29JNdqo4zz08Z00a9sER4ode5INm8NK3yE9ueD28NsYcz+cX0bUwXDdLPz8N4LBOGTjxYEfJi/g38OeSbQZ1WZUyxv5+OnPYr5v1sb1pWUBagNNGL70WJF6HjKwHSkjv26kXojcPxxZ8F+i27isbSKEGppaI4RAS3sS0XgmIu0JcF4KhHMr+kBLQ0u+sV6IOqgVe52nSatMPlj/Cn/NX0XWjmyO7NORdt1C07IPEIiQcakHJVKXledmhMHn8ZG/v5D0pqlhM12j4cMnp/LRf6fH9Wm6LvD+w5/w4X8+Zdq+CaRmpJY5t/yfPXz41x9kuVwMat+Rkd164LRYWLJrZ9zmt2ga/go+JBxmM4+ccjpWU/R/eKkXIvPvA+/PGGs/OzLtCTTHkIPXSB2jENdbENxJlSok1jga4SNqTCCD6Lm3gbk9wnkpwjEMCJSUAA4zjqhf+0hK2OsBmqbRc2CPqK7td3ZPfvliSRnXjRCCbid1wWyJ7c+t6zrv/3sKX7wyC5CYTCYu+/dFjLx3eFT+5SnjvuC9MR/HNGd9RA/qXJR5PdePu5xR950PGA2mD+1Fumz3Lj5Y/geDO3Zi4Y7tcZs7XHy7WdNompTE0Y2bckOvPvRrGdsqU+bdCr7fOBj54YX8O9C1DxDWfsiiV8A1sSRlXxL/qJV4Ud4uW0lzDG9J0pMbvBakayJkvA+2gcB/w4xjQdjrZm/TSIgayzqrgD59+silS5fW+ryHA1k7s7ml7wO4Cz14XF5sDisWu4VXfh1L6y6x+VY/emIan4z7Cq/rYJSDzWnjlpevZej1kRs1fPq/r5hw/0dV/hkqo2mbTF769Uk0zcSoI0bX2DxVoWnbxkxY/wp93n4NTw27vjqkZ9C1SRN+3LK59APEqplomZrKzMuuqtLGqAzsRO4fTPiVbpJR28S3iNCepOGwUXMRMrHigORbILgd3J8RkhylNUdruuBgY2xhAqQRAZNyH1rS1YkwOgQhxDIpZaVFoJSwN0BchW7mTvqJDUs30bZba8669vSYI2KklFzQ6BqK80P9pk1aZ/LxtjfD3AUrfl7N3aeGW/VUHc2i0fuMHtw38TYyGpeNRrit/4OsXbIprvPFg32Xt6ewb/wTUDTAYbFgMZmYetEoOmRkMHnFX0xe8ReeQIBzOh/JTX36kWqrmutA+pYhcy6n2qtwkQKOm8D1XPXGiZlkoJhQn5+GSL4D6ZoEeoRepY2moll7IvVC8M4D6QfbKQhT3cmUj1bYlSumAeJMcXDezUMqv7AC/L4ArsLwFRSzdmSzddWOsL7+x0bEr3P7iHuH869xV1To9vH76saGcHmaTN5Cyqzt7P5P37iO2zwlhftPHMDgjp2wm439jquO7clVx/as9thSBpDBXcTFtSILEyDqgHMEuKcajTQORdjB2tuoNBkJ91dg7YnQUsBRv1wv5VFRMYqwWKxmmrZuHPH805eH76VSsL/q9WNSGyczduYY5gQ/Za4+jdHPXlmpL99sqblmBdVBAPacIO3vWgye+MV27y0q4oRWbUpFPV5I6UXmXAoF/4nruLWLBkm3grkbZaVNgKkTWPqC9YTIt+v7atrAWkMJex0nGAjy28w/+PqN2axbWnsuByEEN71wdcREvx3rdpG7Lz/keHKMVSV7nNqVydveYK4+jc/2vU+/Ib1iSvzZsW53TPMBfOf/JOZ7qoIAhIQODy7DufifuIwZlJI3l8a/KrYsngz+daEr3XqDgKTbjZZ1IY05pNHoQ98DybcR/kVtB+uJtWBn7aBcMXWYfduzuOuU/1CYW4weCCI0QfeTjuLxGQ9UOewwFk6+4HgymqaRuzdUwCnJai3Pg5Nu4+GhT1U4rtVhZvzip2nfo1217PP5/BU23IjEnac8Qr9zerLk2z+rNX80CAxvb/NPtuJZ8A+77z+u2mPO3LieR04dWO1xyuAp1wyi3mAyvpKuQyT/H9K/2hDxEHdSAOmajJZyH7pjRElS0oEPAAuYGiMcF9Sq5TWJWrHXYZ66/GX278rBXejG6/bhKfby989rmP7816XX+H1+5n3yCy/d9BYfP/U5+3eH1papjGAgyLdvz+W2/mO49fgxfP3GbAJ+IyrinBvPxGov+yEiNEGH49qR1jg1ZKx+Z/XkqsdGhhzXzBoTt77GXH0a3xZPqbaoA+zdWrW6/msXbaDbCV2qPX+0HKhwYt/todVTfyL81fNh73fFvqqW0ode+Cr6vpPR9/ZBz7sH3bcSKQPoehEEtlbLptrHBMn3IzKnI5ouRku523jSC+4oiWgpjx8CGwEQqY8jUh8Fc1cwtYGkqxGZnyO0SBUw6x8qKqaOUpBdyCUtRxPwhYadNWmdyR1vjMaRYmf8re/yz5Z9uIs8WGwWTGaNp2Y+TI8BXaOaR0rJI+eNY/mPK0vDGm1OG91O7MIzs/+Nz+PjgcFPsOmvbfg9fqx2CzanjZcWPkHLTi0qHNtV5MJsNWO1Rlf0yOfxUZBTREazNExRJNTMn/YrYy95Maqxy/Pxjje4rPX/Vene6iCBgpOasX9E+yqPkelw8Pu/bo7pHj33RvCGC1NMwQhtjP3JJ7HYoOlitEPEWEo3svgTKHqO0HBNGyTfjJZc+3/zeKKiYuo5wUAwoq85a0c2/x72dMhxv9eP3wsPD3uaVxaNpd3RkTNUD7B60Xr+mreyTKy61+U1js9fxXGnd+fFBU/w90+rWb90E01aZ3Li+f2w2ip3BTmTD1bPC/gD/PnDClwFbo49vRvpTQ6GLQYDQd6+byLfvv09ErA5rNzwzOWcfcOgCsdfOL0CX/MBH0gE9u1MTBcvAaT8tpf9F7YDU+xFxOwmE//qFVukjfRviCDqAPFvslE7BCH3WmSjjxDCivSvROZcjeGCKR8ppYFwIpyjEmBnYlDCXkfJaJZOiw7N2L4m9vRzd6Gbm3s/wI3/u5Lzbhka9pq927IozCnizx9XhtSWAfAUe1ixYA3Hnd4dIQTHntaNY0/rVuncqxevZ9Y73+Mu9DDg4hM4+cJ+bFq+lTFDniTgDyIlBP0Brn58FCPvNULKJtw/iW8nfI/XbaSl+9w+Xr/zA9Iap3LS+ZGb/W74M/Jm8ikXn8CCaYsinn/u6tcr/VlqCqGDCOrICp5KLEJgNpkY0KYtP23bisVkwh8McmmPY7mhV+iCTXp+RBY+C8FtRo/Q5NvRnBcaJwNrDPdEgyrnEAD/cmT2JchG0yD3ppK+quWxg20gIvU+hJZR61YmCiXsdZgHJ93GvQMfJeAL4IsxZM7v9fP2fZMYcFF/GjU/+ILO3ZvHYxf9jw1/bMZsNRPwBdBMGsFAWb+vzWklvWmoD70ipj73FZMe+xSf24+Ukt9m/sHMCd+z8c8tFGSXDYOc+OhUup3Yhc692vPNW3NLRf0AXpeXSY9Pq1DYd2+M3KBi2I1nVijsu9ZXP0pFUnF18Ejn/Y3tSGt4UU+z2ijy+xCahiYEf/yzhykXXYLVZKJVahqpYRpXS+98ZN6dlK7I9d1Q8Bi69CGcI4066SGRIg2EwGooetVoNh0Oy7FoGS+FP9eAUZunccLv8zPj9dnc2n8Md5z0MN+9P6/a1RQ79+rAxI3jueaJUXTp2zHm+zWTxpKZZSM//n3uM6xdshGfx4go8Xn8pd2Zyt972qiTop4rd28eE/87Fa/LV1pD3lPsZcXCNaU9Wg/F5/Yzc8L3FOYWR6w5n7UjQoYgUJhfcbx895OPwmSp5OVdzVd/Jd6e0vMHrpGAbtXIqsC/XuQ32tz5gkGK/X6yXS7umj2Tro2bhBV1AFn4AqFuFjcUvoDMvgAKXyK29nL1CQneWUT+iG2oP3fFqBV7HNB1nTFDxrJ2ycZSX/Xmv7exZOYf/Kea7ePSGqcy4p7hdDy2HY+cNw6fO/oqekIIzNaDf+Lta3exbfUOgoHQDxybw4owCQQCZ6qD/0y7h5SM6GPS//xxJSaLKSQZx+/xG8fLIaXEVeAivWkq9iRb2CeSI3tH/jAbd9X4Cu2xWC1c8/go3q2oCFkcEiwr85IfEHddg+JejckbeAS+IyJ07oGQ3qUSyHIVsz4nmy6ZoQljUgYgsD7CaHkQqKjvaENBgowgZSK2p86Gglqxx4Flc/9m3dJNZTYgPcVelsz6M25JRccN7E6nnu0Q5WLHhSbo1Ks9JnOoeOpBnf7Depd+n7s3L2KFx/bHtOHlhWN58ecn+Hj7mxxdSThgMBAkLyu/9EPCmeJAhJE5ITDKBZfDnmRjwMUnYDKZuOGZK7A5y0bO2Jw2rnvqsojzr/99Y4X2AYy877xKr6mM6a6J+FLN1XJPCwy/um19boWiHgkNgdsf3hUnXZ/SwJznMWIF+zmQclv4075fkYEdtWtSHUAJexz4e/4qPEWhEQfBQJAVC1ZHPY6u66xcuIYF0xeRtTO7zDlN03h27n+46r8jSG+ahtVuoWmbxtz22r8Yv/hpzrhiQOny8cBKfczkO0hOPxgO1um4dmHdLha7hb5DetLhmLZ0PLYdmhb5ZbHyl7Vc3u7/GGIdxYhmNzA89Uo+efZLeg7qgWYKvc9qtzLy3uHYnNbShCZ7kp0ufTtx6ggjvXvo9Wfw0OQ76dSzPWmNU+gz+FheXPA4nXt1iGhHQU7lpQsq+jmiQQLXfvUF+8f2x9UphbKOldgQgKUgSLN31sZ8r6YJujVpGv6k+5Mq21T/0Mr96wBTS0TS9SXlACI8P3nn17xpdQzliokDGc3TsdotIe4Ei9VMetPoeiPu3ZbFfWc8Rt6+fIQm8HsDDLvxTP7vxWtKwx5tDhuTsUB4AAAgAElEQVRXPDKCKx4ZUebeH6csZN6UhaXvbyklmkkL8V0npSVxxX8u5uMnPyv1e1usZlIzUzj/tvDRM4ey7veN3Dfw0TLNPHwePx888gnOFAdPzXqYh88eS7CkFnzAF2D0c1cy/OYhnDLiBGa+8z2FOcUMuKg/J1/Qr8xTxonn9eXE86IP49MjNBQBo3TuAZq0ziRrR3bEaytjTdZevLqO+9Zu2LMLafHkKoSsWktlASStzMOc4yHQKHz1RQHYzeAOgFkEMWs6z52QjUl40Is+BteHoBeAtTciZYxRVvZwQTsC0l8B71wI7kJYTwTH2QhhR2LHyEIt9/sQ9a9JRjxQCUpxIC8rnys73IqnuOyqPSnNyZSdb+FIqvyFdVOv+9jy9zb0Q9wW9iQbd0/4P06vYBNz/tRfGHvZS2EXbUd0as6H618NOb74m2VMf+Fr8rMKOH5YL0bcMzxsFml5HhzyJMvm/BX2XEbzdD7dPQG/z8/yeavwFHs57vRuMfnpY2GweWRYFw/Av8ZdUeqG2bMji6vaxpbMcwAJbBnbB5lkLj0i3EHajzFeu1URdwnkDWxBzvC2IefMmsaLp5jwu79jwT+taWovZmSHtbRLKTRETd9LWeESGDXP62MpgEMRkPIfo3FH0QtU2BDb1BGR+gDCdlqZwzKwDbn/XEJ/F3ZE0wUILT3ONicGlaBUi6Q3SWPst2N48pIX8BR7kUBqo2Qe/fy+qER9z+a97Fy3u4yog+Gn/3L8rIjCvnPDHv533esRn8T3bD4YDiilZPm8lWxduYOWnVswbu4jYbM7iwtc/DH3bxCCPoOPwZHsKD23+a+tEX+G3L3GJp3FaqHvWdWvh1IRBTmFEUUdjHK/B2jRunq1tBtP2UjWDUeVfCeQDjObn+5F+zF/lBwJT0WhkHqYUEebycTYgYMYmjESCDC8bbk9BH1XhFnqu6gDSLCfi9B3IvV/gauCHIPgJmTu7ZDxGsJ2sEm6MLdFpj4CBY8DppLNnSAi/aUGI+qxoIQ9ThxzytF8suttNv+1DZNZo133NlFXKXQVusP6pwFcBZHrgsz+YF7EHqcAmS2M+PXiAhf3DnyUXev3EPAH0UyCpFQnY2c+RKfjDobeLZi+iGevGV/qIgkGdMZ8dHtpLPkRnZqHLwgGtOx8RMU/ZBz59evfI56z2i0hv3fNJNCDVXsyda4NE1XisLLlpf5kTtlA2m/ZMYt7wUmh/nKb2czZ7U2QVzfry9c4+wch8YPUAQsVrtrxIAufLyPsAJpzBNJ+RkmvVjPYTkVoNfPEWNdRm6dxRNM0OvVsT/sebWMqPduuW2tM5tA/hcVu4ZSLI9ePLswuDBu6CEYcervurfnwv1N5YsTzbF25HXeRB7/Xj9flI+efPP6v9/2Mv/1dpJTs35XNuKvH43X5cBW4cRW48bq8PHX5y6Wr8av+OxKLLXQtoJk0bn7xmqh/3ury+u3vRzynmTTc5Vxi//38virPZarAhZ19aWdyT2sesqUqNdh/YVs8bZJKzx342n9eG/SUgxFAyRYrjRwOPjz/YmxmJ1Vz8NR3BMg8kMUYNWuiSMYLbg0/ktYI4TgP4TjnsBV1UCv2hCOlZPoLX4fJ/LTRpFUjLrzj7Ij3Hn9Ob374eGHYiByhCZbO/ouls8P7xI3J4dsJ33NUv87kZxVAhP2WBdMXc94tQ+g16BjGfHQHr9w8gbysAgAyj8jg3vduoc/gY6P4aeODuzCy+8FT7GV4ypX0HNSDp2c+jMls4sRzI2/KHviJw8lpZQlIALnnt6PglOY0nbQR6z4P/mYOcs9sibtrOgWntMC2vZCUX7PQnSbyT2lOMN1GmtXD0en7KQqk8+DJA+md8Ttm8RHSJQErDcO9Ei0axm86xicVU+V1kA5nlLAnmEmPT+PT52aUiYHXTBpDbziD65+6DLszfLYhQL+ze9K1f2fWLFqPp9i4X9MEupQEK3DRHErAG+DL8bM44dw+Yd06wUCwdGzAiGi58Hi8bh9Wu6XaIYU1xZ/fr+Dxi//HY18+UOF10Yh3xUiCjWzsuaN72LPeNil426SUXntnt9+54ai/8AVNWDQdh/ljcB8u4YrhsAOxliG2I5LvrgljGgx1811ZxykucPH89a9zTtLlDLFewkNDx5bZqIwWv8/PtOe/LiPqYCQWrVuysUJRBzCZTDw982HueGM0fYf25OQLjy/ZNIrNjuJ8F/2G9gzrZjGbTfQbWnYzVAiB3WmrVVH3en3cffojnKmNqPziEn6dsZRXbnsHKSWOtGqEvOUfWEGX/8Ueut4ve66V3cGdx5/INccc7EU6tNVmru/yF3ZTkFSrD4c5EGbMww0fhrhHiUiFtGcR9tNrzKKGgAp3jBEpJbf2H8OWv7eVJvsITZDSKJkP179aJiGoMrL35HJVp1vDlglIzUzhs6z3YrbtbMdlYWu4V4Qj1c7po05C00x8P+knPMVehDDcQUOuG8gtL18X03jxorCgiFt6PsCeLdXrRdn1hCN5YNItXNPpjrDnK4pgkcD+oS0pOKtqj/5WIZCAXwbpnrYPkwYZdjcdknI5Kj2H7o3208TuIsMev76o9Qs7mFpBcCcHXVA2jLDO8k+QTkSjtxHWyIXhGjoq3LGGWL1oPdtX7yqTwSl1idflZc6H87nwjnOiHiutcQpmiwlfmB4HbY9uFbNtQghOvqAfCz5bjB6IvhCKu8DDzLd/KP3+yH7tad+tHWdeeSrHnHp0zHZUh93b9nLPgP+wf2fsnaAisWbRerSwXXUMKtuu9Der+mrfJw+u6lfmNys9Pp92Ee9pl5SLK2ghx+sAKbCZ/CSZfehSw24O0DNzL6M6rKFv072E6U5Yv9AyIXM6uKYY7fmEHRyXgms6BP7ioNjbwXqc0ZBaUSlK2GNk+5qdYasRel0+Ni7fEtNYZouZyx6+iEmPTSvjjrE5rFz75KVVsu+WV65jwx9byNqxv0wmrM1hxeqw4vP68bl9FcaBr1+yhfVLtjD3o5+Ytm8CqWk1W0hp/95sbupxH/n7a67pw8IvKm4AXdGq3XN0ozhYEL0Cby0+UGbZcPEEgnaKgyVuOR/sdKXx9Y4jSTL7mHz6N3TPiFwFs65jxJk7Ifl646sE6RiKdE0B92eAAMdFCOeomKLNDmcanLDrus7nL33L5y99S1FeMT1O6croZ6+kbRTdhKKhTddWhHtt2ZzWMjHhW1ZuZ82i9TRqkUGfs46NWHxr5L3DSUpz8vGTn5G7N4+23Voz+rmrom5tV570Jmm8u/pFfp+1nL9/WsX2tUZiS9+hPRl81alYHVZW/ryWewc+WulYul/nogzjzda5V3vGL3kmbn51j9vLA2c+wepf18VlvMpofeQR9D+vN4u/WhbzvZFqp9ccIsz/Q190xQEbl/04jN/O+6jEX1/PsF+GsIaPphLCiki6GpKurmWjGgYNzsf+8s0TmDvxp9IVsBDgSHbw9t/P06xt9bIQwfBj39b/ITb/vbXUHaNpguQSH7sjxc5Tl73Mb98sA2FscNqT7bzw02OV9gitLZbM+oOHzwltrRctfYcew1PfPhLzfdn/5DL1mS8oLnIz5735VZ4/VoQm+M4/lY9X/MUHx40Nu3aOtGLP7d+YnFGdatjCqmMiyPP95zGsTXyqiNYeySWp/odvrHlVOCx97HlZ+cz5YF4ZF4SU4PX4+PR/X3HbqzdUew4hBOPmPsKb93zIvI8XEvAH6DXoWG4bfz3J6Ul8/eYclnz7R5mOQK4iNw+d/RQfrHslIY+Si79ZyiPnjYtbAMbvs/7mTG0EVoeFJ75+gF4DI8ew5+UUcGufB9i7NXHugjeWjePR+T8wffVKjiC8iItyx4ub2/jngZotjRAPdAQ53npW5Mo6ENJfMFwwihqhQQn7jrW7sdhCqywG/UHWLN4Qt3mSUp3cM+H/uGdCaMfzb9+aE9oxSMLujf8w9tIXeXjKXbUq7uuXbeKR4eNqZGyf288Dg54EIL1pKm/8OY7GLRqz/59s7h/4ODs37EFWMZU/Hpxz4yDufONGsoqLmfr+l/h1HXfbJBzbistct+uStnj6laT5+3VY8g8MKNm8LvO3qqwZXu1jEpL+TXcn2owYsCEyXkEIa+WXKqpMXIRdCDEEeBmjbuY7Uspn4jFurDRv3xRfmMbMmkmjbbfayVSrqDfprzOWsnzeSnoO7FErtgCMGTq2VubJ21fApS1DP+hqG7PVxAOT7+C0iw6WYlidtY+AbkQJ7RvVgbbjVgDgs5vY8VTvsuJt0yKIOoSu62uTcPNKhrXeyJFpuQmwpyrYIOlaJeq1QLWFXQhhAl4DzgR2Ar8LIWZIKaPvMBEnmrTKpO9Zx7F09vIyAmuxWRh5SMW/muT0S0/m47Gfhc3i9Hv8vHrLO0xY8ULYjkc1QUENRprUJTSL4KPNr5O1M4epz3zBm3d/QM7uXOOJQUD7cg8OEg6KekxPUIlcseuAQCBp5ijm3h6/MbxtXfKtV1S8ywTJoxFJt9SmQYct8Vix9wM2Sik3AwghPgHOA2pd2AEe+vgOXr/rA76f+BPBQJAWHZpxxxujad+9Ta3Mf/Hdw/juvR/Ztz28T3nXxn+Y+Ng0rn1iVNRj7t2Wxa4Ne2jV5Qiatg7te1kRZquJgK/hVwzU/ZLLWkd4YgjTGKOwQ3IVRD1x2LQgqy5+N9FmVEz6BMi7jtBmshbI/AbNErmJtyK+VDsqRghxMTBESnlDyfdXAsdLKW+NdE9tZJ4GA0F8Xn9U9dDjTX52IaNajo6YAepMdfBV3sRKx/F5/Tx16Uv8/t2fxt6B189J5/fjgQ9vjRg+WZ7PXv6GN+/6MCb7Dwc2PdUbHOYECns077uDpQrG9pnPJR0iNa2uA4gmaM1+QfcuhLx7QZYkmGlHINJfjhjWqIiN2oyKiRQ9Vt6g0cBogDZtan71bDKbcNSSu6M8aZkp/Hf6vTwyPPxWg6vAja7rlcaEv/PgR/w++098Hn+pa2nRV78z8dFPuW5s5EbPh3LRHcNY+NliVi6snXjxekNCUjZl6b+tnQWc3249Q1tupnN6funny54iJ//365msymuKBDKsbsb2XsDg1tsSYG8MZBhPE5rtZGi2GCl1IKD86QkiHsK+Ezh0Z7IVELJNL6V8G3gbjBV7HOat0/Qf1pvOvTuwYdnmkHMdjm1bqahLKZn1zg/43GV9ll63j6/fnFOhsEsp+e+Fz7JoxlJVYyoCmZ9uIvvKI2txRsllHVbxeJ9fKryqRbKLLwd/VUs2xQlzDzTrUWUOCaFhlCBWJIJ4pBH+DnQWQrQXxsfzKGBGHMat99w2/gZsThtayepQaAKb0xZVUS0pJV5XaHEwAHeY+usHeOPuDxhsGsmir5SoV0T6H7mg60aiQ40k6ZVtsdG38e5KRb3+IUAkIdJrJpxWUXWqvWKXUgaEELcCszHCHd+TUq6qtmUNgK7Hd2b8b08zeexnbFq+lQ7HtOHSMRfS8dh2ld6raRpH9unIut83hpzrdmKXsPfs2bqXz1/6trpmHxbk9s+EA09NNeRnb+nI47QjdnL9kStok9LQopMEYAIZQLpnQvJtqo5LHaLBlRRoSKxbuol7Bz6K3+MnGAhitpiw2C289POTdDgmtMv9jb3vY/OfW2vf0HpGYbd09t1Q8uFYqRjFGrduvJ8uaruWcccvqIp59RAHpIxBS4o+0ktRNQ7LkgINjS59OvL28v8x/cWv2bR8K0f27shFdw2LWPNm/47sWraw/hG0aey7PkpRlwfiJGMT987JWYeRqAO4wfU2KGGvMyhhr+O06NAs6ho3J5zbh9nvz6thi+omuibwNbZhzvVi9kd+Cs06r42h0dGs1EWQDSPepcu0G9BLe3NWhmBDURO8QQ2bKfqa+PUeXS0q6hJK2Osxv3y1hKcve7lMwbHDBQn8c0UnXD0bRQ5dlBLcfpInrqPZOhe6RVDcr2mU7hf4+4IPEALWj3yHk78ayT/edKJduf+R3ZwT6lUNl2pirr0yGYrKUcJeT/ly/Exeu/39RJuRMLb+tyd6urVykXZaKbqpB0VRj2yI+uAWG5mwrgctHYV0Tc9hysBvGPrdSDzyQAhfxfOK+hiSZD0DgusguB+jc5EZo0yABFEiFdJnfF9aOkADbIjUB2vfXkVElLDXQ4LBIK/fefiKevGRqdGJejWiNObs6cScPWEHLfk3st/dafbTu3Hszc0TSzLYzwb7SwjvHKR/FcLcHuzngDCBdxEgwXoCBNYgi16HwBawdEMk34qwhI/UUiQGJez1kH3b9yMPI/dtefJOq8mGJdF+GEROuH79xNlYtPryBzpQtqAICv8NgTWI1PsRjnPLXmYfePD/1t6IRnW8bs1hTnz6nDUQ9u3Yz+pF6yjOL6784gSSknF4d53xtayrDRoMsd9elJZgO2LhEJeRdINrIjKYlThzFHFBrdgBV6GbJy95gb/mr8JsNRPwBbj43uFc89gldTLpIjk9iSatMsnaefhEIgTsGnsv74inVTKkRuGGSRiCTzZ35bJOaxJtSNUQVvCvANPAyq9V1FnUih14/vrXWT5vJT6PH1eBG5/Hz+cvfsMPk39OtGkReXvF8whTXRW3+FLQsxHbnu6Lp3sjSK/79UfspvpcJlkHU2yloRV1j8Ne2IsLXCz6emlpY+oDeIq9fPpc3S3GlJyWxBz/p9w2/jo0S939M0qgqEcGWee3Iff4TDwtHMhyn0dBh0Zhr0zcLR1h78+6qrPxzYH66XV2tW5Ew1xz5IpEm1FFTKC1UKGLDYDD3hVTnO+KWGkxP6uglq2JneE3D2X4zUMB2L8vm38dfS9FuUV1ogBYcYdk/rnl6NhK5EqJdWMBMsWC9AYx55bE6NdhMTcwfuFDWm1iaKvQip41Prusyq9IAHYQGsgAmLsgMsbXSfejIjYOe2Fv3LIRzlRHSJKPpgl6DjomQVZVjcZNM/li/8EwyJ+/WMyLo9+iMDv6KO54kXdCU7JHlnTMiVEofJ0Pbj4GQkvi1EkEkjdP+o4zWu5IzPxV0WJTG8j8BhHcAloKwtQy7nYpEkPdfYavJTRN4/bX/4XNYS19c5gtJpxpTq5+bGRijasmAy7oz+dZ7zNXn8bXRZMYdtMgRC38xf1pVkPUq+I2OdTdUg9cLwaSD075NmGiXjWciMxP0TQbwnKUEvUGhqruWMLaJRuY+uxX7Nm8lx4DujLyvvNo0ioz0WbVGBPGTGL6c9+g6/GPt957aQeK+jWpB4IcD3S6Z+znyzO/SLQhpUTnlrGjNf+7NsxRxJFoqzsqYVdQVOTmlt73sXtDfLIld4/ugrtregMXdqOBRiObl6kDv6J9Sn6iDSolqlqUluPQMj+tBWsU8USV7VVETXKygw/XjS/9/ve5f/LQWU9Vfbzl2YawNzgOLoJaOgq5s8fvDG21Bbu5LoU3mhDW88A/FwiC9GLYfeiTmR2R8kBizFPUCmrFrqgUXdeZ9uLXfPLUFxTlVp6VK4mhSFed5NA178EG1INbbObpfgtIs/kj3FfbWIDGQDaGvTo4zkekPgEEIbgdtAzwr0cWvQrBrWA+CpFyJ8KiQhrrI8oVo6hRfD4fj1/0PCsWrsFV6C67IAR0DbJGtKPo+GaR/QJ1TvSN90Ky2UuqxYc7YKF1cgFXdF7J+W02Ukn/8QRgh0aTEARB3wvmHghzq0QbpahBlLArah2fz8+nz33JvCm/smvjboK+g2ovAd1mIv+Uprg7peJt5kCm2YyTCRd4SQtHIcdlZnFj1z/pnlG9Ug1SQjAAZkuczIuIHdKeQXOcXdMTKeoIStgVdQKP28Pvs5bzy5dLWDRjKa4CNwCbnu9rNJOuA6I+vM16Xug/P34jlrylauVHE00QmZMR5na1MJki0ShhV9RZ+r/yAvukniBRP/B6N8rV2oSfvy78ALOpDqTqVgkBpraIxrNVxuhhgIqKUdRZ9lGl/PcokKHfHjqPlGSainFhRQjJlZ1WcVf3pfVY1AGk4V8PrAfV7EJRghJ2Ra3yv19qtmLmZe3/5uGeizl50ihynakH/SKAeb+Hjp//zeTvV9T6w0LVarlEiwlk7ZeNUNRdlLAragQpJfh+Qrq/BWFBOC5AWPvy+rIlNTrvlC09eLzvYjq/8jfZey14WjjwtknGuseFY0cRvS7OI+ADi61GzShD/LydppJ/y8fNS7B0j9ckigaAEnZF3JFSIvPvBe8PIF2AQLq/5qVVJwMdib79XKwYLaRzPDZsDiMix77HjX2PsWF7/6vbOXFIfq2KOsRjpW4BYQFTB5AeCO4C3BhCb4HUJxCiln8oRZ1GCbsi/viXgvd7o9UaYDi7vby2qn2tTB/U4dxr9/PBMy3wuo3g8w7d3Jw0NB+7s7750x2QfCfCcjRY+wE+cM9Aen8ErSnCeSnCclSijVTUMZSwK+KO9PxorCwPYV1eI3Q0am61fpBXVvfl0esWsvYPJ4u+S8NklvQ+rQCTuS6Lugmj2OqhWa0OSL4dLfnaQ47ZwDkC4RxRu+Yp6hVK2BXxRyRhCJXRlUpKGL3wzFqbfkVOE0wmeOiN7ezcZGXD3046H+OqhYShaiDskHQruCaC/g+INEj+P4TzmkRbpqiHKGFXVItCr5eft29DSsmAtm1JtdkRjuHI4rc4IOyvru7FLlcatbFaB+jZ+GCVylYdfbTq6Kvg6jqC9COcFyKSr0dKP2BWcemKKqOEXRERKX3g/QHpX29kNtrPQgh76fk5mzZw5+yZmIQGSIK6zrhBZ3Ful67I1Ceh4D6khFdX9SQ2UY+q8GxEHjjmtyrfmxhMYB+E0DIAEKIuP1oo6gNK2BVhkXoOMnsk6Nkgi5HCCYXPQuY0hOkI9rtc3Dl7Jp5A2Sbg938/g17Jk2hhmQfAFfPPQZaG6cVkAbGLu6SJvbiOldGNAq0FIu2ZRFuhaEDUuXp1irqBLBwHwd0gS8r0Shfo2cj8fwMwa+N6kKHla6WEbzeuBz2bAo+J37JaEutqvYU9v/T/sXLDkX/FfE9icSBSHyjzJKRQVBe1YleExzOHAz7yg+jgW4SUfty+IoJSp6XTxW3dltK/6W72uZ18uvkoLmi7HoBTv708xkklAskP53yKN2ii35dX4cdM5A+GsnXTzULnui4rY5yzNrFj2HsgDNRhJBbZzkigTYqGiBJ2RQhSesOuxg8iGNpqLWcOmUqbpELjiIBWSUUcl7kPAWR7bBQGDwhZdGjoLBz2EVaTxGoKsGbkewyZeREbizLDjCM5dEXf2lnAjMHTE18sEgAb2AaD70dKG2CINETG28ZTj+sTkMUIxzlgPxch1NtQEV/UK0pRBindyOxLCE1bBzCB9WSkbwkteQmSQ6NNtBJhPX7GlbHOzLVHrqCps2z8+3dnf8YtCwcye3enspYInUXnTqKR3RvjPDWFBYTN+EC0n4lIGwfo4P/LCGU0dy+NchG2ExNrqqLBUy1hF0I8B5wL+IBNwLVSyrx4GKZIDNI1DQJbCS/sFvAtAt9PFY5x2oyREFMykkSgc2+P8HVkXjv5R/YW/8qtiwaT43VwdutN3N59GRatLiQcWcBxATiuQui7wNy5bBcja9/EmaY4bKnuin0uMEZKGRBCjAPGAKpLbn3G8x3giXSy0tuvmn82Oz3pxBrRMq7vPCwVlM9tluRh2qAZMY1Zc9gNMdcaIewDD+kfemRCrVIoDlAtYZdSzjnk28XAxdUzR5FwtPQq37ourxG/7mtFrFEwbZPyuLD9pirPW/sIhKW7SutX1FniGe54HTAr0kkhxGghxFIhxNKsrKw4TquIJ8J5OUb0Ruz8sLttzPfYtABzhn5apfkSilmtzhV1l0qFXQjxvRBiZZiv8w655mGM2LjJkcaRUr4tpewjpezTpEmT+FiviCtSL0QWv0vZQlTRf/ZvKkiJdUb+d/w8TPUqm8IGlm5gOSbRhigUEanUFSOlHFTReSHE1cAw4AyZiAaqirig+7dC7tVGAaoyiUEaoEc1xuydHWKYUdKv8W6Gtt4Swz0JRqSB4wJEyl2qjouiTlPdqJghGJulp0opXfExSVETSL0ICCK0tJBzetE7UPRshDvLJymFZ+qmI/HoVmLxr787IKLnLsHYgEPDKC1gOw0t47VEGaRQxER1o2LGY7wL5pasYBZLKW+qtlWKKiGDu42oFhlAmtoiZCFS2ME1BfzLAYk0d0GkPYuwdAZAD+ysQNSj55Flp8RiKYNabMFhqYM1XezngSwE768gTIAEU1tE2thEW6ZQRE11o2I6VX6VojbQXdOg4HEMN4qROGQU39Ip41oJrEbmXApN5iG0FCh+t9pzP7rsxBiaaEiSzV7eHDC32vPGHcvxiLQnEcKGDGwE/1owtQbLMcr1oqhXqMzTBoAMZpWIevkszHArYgn4wfM1OC8DfX+155+8qVuUV0qcJh/zzvmk2nPGDzNgg9SH0ZwHo3WFuROY1bpFUT9Rwt4Q8P5ITJGr0o0MbEMAwj4Q6Z1L+A3SFKCwwqFW5zZCGiNFNfXTfX8iw1YXygAIw+3ivAJh6YYQVSktrFDUTZSw13OklEbRrphwIg6E69nPhsLXQd8W5rqKRR3gzsUVBk0dglG58ey6EAVjPhbSx6OZmyXaEoWiRlDCXo/R3XOh8AnQswjvdgmHBUzNkDKI3H+uca/5GJDtwF9xDZjybC5IY48rmWhX66+eMCfB1RdtYDsZkf668pkrGjRK2Osp0vc75N9DaP0WQcVx6EEwdYaCRyitC+6bD1XoclQcsKCJylIXjPP/6rKcIa3DPRXUBgJIgvRxCNsZStQVDR4l7PUUWfQa4YtylRfa8r5zHXxzCCX20MOj0nMwRRR24/iJTXbydL+faJlUHPP48UOCMFxBQtSrNFeFokqoV3l9JbA10RZg0XSe7jsfu8mPSRgfIKLEl94+JY8pp89g4ukzEyzqJchipH91oq1QKGoFtVrkbjIAAA5iSURBVGKvB0jph+A2EBkIU6Zx0NIDvHuItS+olDB3VzsmbexGod/G0FabuKLTKpIs0WWYluesVlvpmPo5kzcezV53Eqe22MF5bTbUwYbSToSpdaKNUChqBZGI8i59+vSRS5curfV56yO66ysofBwIggyA9XhE+osQ3IPMHsnB/pnRMe6v4/loYzfcQQtgVFdsnVzAl4M+r4NiHC8EiHREk3kIzZloYxSKKiOEWCal7FPZdcoVU4eRvqXGJqcsBOkCfOBbjMy7FWHpgsicDNb+IJLA1AaoWLT2up1M3NC9VNS7pu9n/Ilz+Pi0r3EFG9rDm4axIWwGy7GIzKlK1BWHDQ3t3VxvkXoOBHeBqU1poS6jhG75DVI/+P5EBncZzR4aTSw9o2ddBMEVEef4Y38zLJqOVzdEferAr7BrAbSG+PGeNBqRNBoAoSUn2BiFonZRwp5gpPQj8x8BzzcgrCD9SOcIRMq/Ibg7/E3CAsEsMLUsGUMii16sUNQBMu0eJGA3+Xm27zzspkBp8+l6idYR9O2UrR8PYDL2I5SgKw5TlLAnGFn4AnhmAj6QRvEuXJ8hteZgPQECGwkRLulDmjqWpgVJ93Qo/qDSufo23sOrJ8yhV+N9OM3++inq5l6IpFFgHw6e75AFD4MsL+xB8C8Frk2EhQpFwmmID+H1BikluKcQ6m5xg+sDRNL1IJIJTR6SkDsKGdxnfFv0RpgxQhECBjTfRVJ9FXVsiMxJCMf5Rjy66QjCRwVZwNyulm1TKOoOStgTShBkhKgWvQBhagKZX4DWqtxJPwQ2I3NvRs8eAfrOqGcUggSn9VcVGzjOQwjLwUOWY0vcUeUePIUZ4bi0Vq1TKOoSStgTiBBmMHUMf/JAkS7XxBI/cnmCEPgb/H/VmH21iwZYIpwTYBuASP132aNCIDImgvX4knttYGqNyHgHYS7/YahQHD4oH3uCEWmPInP+hVFLXQc0EHZE6kNGOzvXZGJNQqqf6EQsJmbugpbxethTwpSJaPQ+Ui8wnn60pqoWjOKwR63Y/7+9Ow+Suy7zOP7+9DXdM5PJNUEUCEIBayiUKITCUjwwYqQ4NO4qooJIiYhnlSdSlmWpJSoeRe1arqt4lIhGgV3LVREVtNx1XS0lKIUguyrGI4GQxImZZKanH//4tSRkunsmfcyv+zefV9VUprt/3f1808kz3/kezzdlKp2GVn4JyhsgfxyUz0crb0TFk2BmC+0U5xpM+eS0olntrSRzDXNQbgzlH+WkboZ77H1BxTVo2cdmP5B/DLNPRcqo/GpYfh3suBRqfwZyySqh4X9MVsCY2bw5sfcx5caI/HEwc0/aoXRRgeQXxRkerjxZehZadg3KDRPj34TpO6G2NTlrNH94irGaDSYn9n635PWw843M3oQzIPLHQG48meTVKIy8FI1cngwz1XZBcQ1S6eHLJUHp5BQDNht8Tux9TkNnEoXHQbX1rtL+VEIrb25co8XrzM16xpOnfU7Kw5Ir57hqrgnWXn3MrSYqSzB6hQtvmaXAib3HYmY7tYlrqW2/iNqudxPVNg5znp6rxHGrcrtDUH4RUGpxTTuUlDyg3OCxElp6NbnRK7r8nmY2Hx6K6aGobiG2b9xfcnf6p8TkTbDiU6i0jogqxF7QSOtlejO72oyg/vHuvYl2jr5rrgwrPoOKTyImrk7W2v99R6iWoRWfRwUfamGWFif2HordH4b4C/vPHa0CVWLXO4jiU2HvV0kmRUtE6RQ0+gZUWjv7hdoej67WvzqRg/zRUJsAalBai0Zfj4onAqCxK4mRS2D658kkafEUnytqljKfoNRDta3rIBr1tkWyBX7qoPuLMPxyNPKyRyzzi9oeYtsptO5155h9cHU3DKGVm1BxTQ9e28wOhU9Q6gvNfiEKZid1gGnY82/EA+upbb+A2tRmajNbiR2X0jppFyF/fGehahmzx+FLyelDTupmA8WJvafa/eudgumfwUMvhAeelnzfql5M4QQon0XzIlpzyB0NK74MxVPYH3M+qaa4/JPtvaaZpcZj7L0UE52+wDyuyUPuUVC9t833yMPoa5IfIlEfRwegALXdXq5oNoCc2Huk9tcv0LzOyxDNh2MO1QxM3VZ/vRJJj7tSf2yyfls03rkqqLwEZu6v14U/cLhnH+z7HlG9HxVWdyFOM1soTuw9EFObYeKDNO5xl2HJW4A87P5ok8nVQ37H+p9TQAVGX4kKa2DoyVCbIGo7YMerkvorD6+SyUFuHI29hdjxahr+kFEJqr8GJ3azgeIx9h6IyS/StLeePwpVNpIbuRBGLqHxBp9O7E1OXyo/E6mM8qvIFU9AKzfB0DNIdqnmoXQGWvkVpCEoHEfD8fmYTqoumtlAcY+9F2o7aTo+PvMbYucVsPQa2P1xujMcc6A8aPa4uPKr0PKPE5EMtxy41lzDFxGTmw46FLoExcejYoerbcxswXWlxy7pzZJC0ng3Xm/Qaeg5oEqTR6sw9XNi79f379Y8WO4I5vfRNLqmgCrnN49NuVkbiFQ4Ei3/HBQeR9KjL0H5uWj5v84jBjPrNx332CUdBTwbaHQw5+JUOSfZZl+9i4brz5WsOGkuD+Xnwd5vAXuaXFOE4Ytg8gYeLsYVVRh7Fyocfcghq3QyGv8aUdsDKj7y0GgzGyjd6LF/FHgri+NgznmRSmjlDVB6Og0rIMY0lM+laWGu2v1JUs+1+gUo0MjFaNV/o6UfQGPvQ4f9kNzwCzqLPTfspG424DpK7JLOA/4QEZu7FE9mSCW09L2gJTzyr7kM5fWocARUnk/zj2BPfRVLk+RfeTHKH54k4vJZqHI2yi3tahvMbDDNORQj6TtAo/PJrgLeAZw1nzeSdBlwGcDq1YtjpYXyq2DljcTE+2HqR6ARGL4QjVxO7Hwt7PsvWpcK2FcvwLWtvs4cIA9DZ5Nb+s4FaIGZDaK2i4BJejzwXfYPAh8J/BE4LSL+3Oq5i6UIWDMxfRex/UKSDUStFGD4FWjoVGIymWxVZSMqrVuIMM2sz8y3CFjbk6cR8QvgsAPe8LfAqRHxYLuvuWhMb2Z+lRiFhjeiwrFo6Bk9DsrMssIblNKQOzxZGTOX4lpUOLb38ZhZpnRtg1JEPLZbr5V5Q2ck4+2xh9ZVG49ZsJDMLDvcY0+BVEQrvgiFE2learfScqORmVkzLimQEhVWo/GbiZltxN7vwcR72H8KUh6GL/AkqZm1xYk9ZcofhkYuIMrrYd8tybLG0tNdo8XM2ubE3ieUH4fhl6QdhpllgMfYzcwyxondzCxjnNjNzDLGid3MLGOc2M3MMsaJ3cwsY5zYzcwyxondzCxjnNjNzDLGid3MLGOc2M3MMsaJ3cwsY5zYzcwyxondzCxjnNjNzDLGid3MLGOc2M3MMsaJ3cwsY5zYzcwyxondzCxjnNjNzDLGid3MLGMGJrHH9L3UdlxObevp1B48l5j8RtohmZn1pULaAcxHVO8jHnohxCQQUH2I2HUlUdtKbuSStMMzM+srA9Fjj4lrIfYCccC9k7D7WiKm0grLzKwvDURiZ3ozUGvwQMDMHxY6GjOzvjYYiT1/ZOP7owq58YWNxcyszw1EYtfoFUD5oHvLUDkX5ZakEZKZWd8ajMQ+9BQYew9oOTCUfFXOQ2PvTjs0M7O+MxCrYgByw+cTlXOgth1yY0gH9+DNzAwGKLEDSHnIH5Z2GGZmfa3joRhJr5N0j6S7JH2wG0GZmVn7OuqxS3omcD7whIjYJ8ndaTOzlHXaY381cHVE7AOIiG2dh2RmZp3oNLGfAJwh6ceSvi9pXTeCMjOz9s05FCPpO8DhDR66qv785cDpwDpgk6RjIyIOvljSZcBlAKtXr+4kZjMza0ENcvD8nyx9i2Qo5vb67f8DTo+IB+Z43gPA79p+4/aNAw+m8L4LwW0bTG7bYEqrbUdHxKq5Lup0ueO/A2cCt0s6ASgxj8bOJ7BekPTTiDg1jffuNbdtMLltg6nf29ZpYr8OuE7SL4Ep4OJGwzBmZrZwOkrskdTMfWmXYjEzsy4YiFoxXfTJtAPoIbdtMLltg6mv29bR5KmZmfWfxdZjNzPLvEWX2CV9SNKvJN0p6WZJy9KOqVsk/VO9Zk9NUt/O2M+XpA31OkT3SXp72vF0k6TrJG2rLzzIDElHSbpN0t31f4tvSDumbpJUlvS/kjbX29eXtcMXXWIHbgVOiognAPcCV6YcTzf9EtgI/CDtQDolKQ/8C/Bc4ETgxZJOTDeqrvossCHtIHqgCrwpItaQbFx8TcY+t33AmRFxMrAW2CDp9JRjmmXRJfaI+HZEVOs3/wdocu7e4ImIuyPinrTj6JLTgPsi4v/rq6++RFJwLhMi4gfAQ2nH0W0R8aeI+Fn9+wngbuCIdKPqnkjsrt8s1r/6bqJy0SX2g7wC+GbaQVhDRwC/P+D2FjKUIBYDSY8Fngj8ON1IuktSXtIdwDbg1ojou/YN1EEb89Wqvk1E/Ef9mqtIfm28fiFj69R82pYRanBf3/WMrDFJo8CNwBsj4i9px9NNETEDrK3Pz90s6aSI6Ku5kkwm9ohY3+pxSRcD5wDPGrSdsnO1LUO2AEcdcPtI4I8pxWKHQFKRJKlfHxE3pR1Pr0TETkm3k8yV9FViX3RDMZI2AG8DzouIPWnHY039BDhe0jGSSsAFwNdSjsnmIEnAp4G7I+IjacfTbZJW/X0lnaQKsB74VbpRzbboEjvwz8AS4FZJd0j6RNoBdYuk50vaAjwZ+E9Jt6QdU7vqE9yvBW4hmYDbFBF3pRtV90i6AfgR8A+Stki6NO2YuuQpwMuAM+v/v+6QdHbaQXXRo4HbJN1J0vm4NSK+nnJMs3jnqZlZxizGHruZWaY5sZuZZYwTu5lZxjixm5lljBO7mVnGOLGbmWWME7uZWcY4sZuZZczfAGeAfzh5Arp2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#kind=borderline-2，可以发现新生成的正样本有嵌入负样本的趋势\n",
    "X_resampled, y_resampled = over_sampling.BorderlineSMOTE(kind='borderline-2').fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.4 ADASYN\n",
    "ADASYN的操作其实与BorderlineSMOTE类似，它选择某一正样本进行SMOTE操作的概率为：  \n",
    "\n",
    "$$\n",
    "P_i=\\frac{N_i^{maj}/K}{Z}\n",
    "$$  \n",
    "\n",
    "这里$P_i$表示第$i$个正样本被选的概率，$N_i^{maj}$表示第$i$个正样本最近邻的$K$个样本中**负样本**的数量，$Z$是归一化因子，所以越是边界处的正样本越有可能进行SMOTE操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4673), (1, 4662), (2, 4674)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = over_sampling.ADASYN().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.5 SVMSMOTE\n",
    "SVMSMOTE的思路其实与BorderlineSMOTE也类似，它首先通过训练SVM找到支撑向量点，然后对这些点进行SMOTE操作；  \n",
    "特点：可以发现新生成的正样本不太会嵌入到负样本中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4674), (1, 4674), (2, 4674)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd4VNXWh999pk8KCR2kKlUUEVAUVFREQVBsIGJXVFSsn9177e3qtdeLHQXFhihFBVFBBAQElN57C+ll+tnfHyeEhJlJZpIpSdjv8+SROWXvFZP8zj5rryKklCgUCoWi/qAl2wCFQqFQxBYl7AqFQlHPUMKuUCgU9Qwl7AqFQlHPUMKuUCgU9Qwl7AqFQlHPUMKuUCgU9YyYCbsQwiSEWCqEmBqrMRUKhUIRPbFcsd8BrI7heAqFQqGoBuZYDCKEaAUMAZ4G7q7q+saNG8t27drFYmqFQqE4bFiyZMl+KWWTqq6LibADrwD3AWnhLhBC3AjcCNCmTRsWL14co6kVCoXi8EAIsTWS62rsihFCDAX2SSmXVHadlHKclLK3lLJ3kyZVPnAUCoVCUU1i4WPvB5wvhNgCfA6cKYT4NAbjKhQKhaIa1FjYpZQPSilbSSnbASOB2VLKK2psmUKhUCiqhYpjVygUinpGrDZPAZBS/gr8GssxFQqFQhEdMRV2hUJxeCKl5IuV//Dygj/Idbvo2LARd57Ul3/27WXaurXYzWau6N6DEd2ORRMi2ebWe0QyOij17t1bqnBHhaL+8ODPPzFp5T+VXuMwmzn7qI68fM65CbKq/iGEWCKl7F3VdcrHrlAoasSm7OwqRR3A5ffz44b1bMzJToBVhzdK2BUKRY04a8JHEV+raYK/9uyOmy0KAyXsCoWi2szcuD6q6wWCZimpcbJGcQC1eapQKKKmwOPh9hlTmbNtS1T3pdts9GvdJj5GKcpQwq5QKCJi9f4s/t67h5apaby/dAnztkdUtqSMro0b886QCzBpylEQb5SwKxSKSvEFAoyd8T1zt21FAEIISny+iO9Ps1r5eNgl9GjRIn5GKiqghF2hUABGLPq87duYsnYVAsGFXY7mpFat+Xj5Un7fthW33x/VePf16ceo43qQbrfHyWJFOJSwKxQKAB755Wcmr1lFid9YjU9bv45Lux3Lr1s24YpC1E3APzffjt1iiZOliqpQwq5QKFixby9fr1lZYVXu8vv4fOXfpFmsUY11U+8TlagnGbWLoVAo+HXLZryBQNDxgK7TLjMTq8kU8VhvLf6Tcz79iICux9LEhCOlRHoWohe+giz+CBnYn2yTIkYJu0KhwGGxYAkRrWLSNAa0P4oWqWk4zZGvwtfnZPPknF9iaWJCkTKAzBuDzLsRit9CFr6I3D8A6ZmXbNMiQgm7QqFgSMdOiDDFuS7q2o0Zl1/FTb2qLFFSgW9Wr4qFacnB/T14FoB0lR7wgHQh8+5AysgjgpKFEnaFQkHz1DReHDgIu9lMqsVKqsWK3WzmtUFDaOx0Yjdb+CpKofbpwa6duoJ0TQZcIc4EwLc80eZEjdo8VSgUAAzu2JlT27Zn7rYtCASntmlLivXgxunuosKoxjuxZatYm5hAKttTiHy/IVkoYVcoFGWkWq0M7tAp5LkUi4V8jyeicayaiRcGDoqlaQlFOC5GepcQvGq3gaV7MkyKCuWKUSgUEXFz7z5VXpNutTG8azcWjh5D09Q6XOzLPhjsAwE7YAGcIFIQmW8ihFqxKxSKesINPXuzcOd2ftmyueyYAE5v256eLVsy/OhjaFqHKzdKzwJk0Svg3wzmDoi0uyDlOvDOB5EB9nMQWt34/pSwKxSKiBBC8P75FzF/xzbGL1vK1vxcdhQUsDZnP31ataaRw5lsE6uNdP+CzLsDcBsHfIuQOdchMt9GpFyfVNuqgxJ2hUJRKVJK3lq0kJcXzCNUylGRz8cLf8xl9f6sOtv2ThY+TZmol+FGFj6HsH2fDJNqhBL2WsiqBet4cPBTlOQbGzeX3DOUm56/OslWKQ431mRlcckXEygJkZF6KAEp+W7tav7v5H60Sm+QAOuiR+o5yMJXwDMTsILzUkTKaMAMgW2hb/JvSKSJMUNtntYyfpn0O3f0fbhM1AG++u9UBmrD8UQYkaBQ1JQNOfs597PxEYn6ASRG4bDaiNRLkPsvBNdXoGeDvhuK3kHm3YYQmuFDD4XWOLGGxggl7LWMZy57Ney5oY4reOXWt8s+f/XidwxNuZxzHZcx4ZmvEmGeoo7y3drVnP7xe3R+42UGfvIhP2/aWOn1d/8wo1rz5LhKqnVfvJGu70DPA8pXqXSDZz7StwZSbgThOOQuB6SMSaCVsUNIKRM+ae/eveXixYsTPm9dYKA2PKLrLHYzPndwKdWZ+pexNklRR9iUm8NLC+axZNcumqWmcmvvPgw8qgNfr1rBI7/+XKH0rt1s5vVBQxlw5FEhx+r8xsv4oiziJYBXBg3hvE5davJtxAzp34Asegd8q4zSAPrO4IuEE5H2CDguRBa/AcXvg9RBmCBlDCLlRoQQSL0EvHNBBsDWD6Elx90khFgipayytoPysddRQok6wJC0UXiLK9ayuHf8LZx9xRmJMEuRBNZnZ/P8H3OYvXkTB5Zpe4uLuPPHadzf7zReXjAvqJ662+/nP3/MCSvsKRYreZ5DNxMrJ91m4+wjO1TnWwhCBvYjXV+Afx2YuyOclyC09PDXSx945oCeBZYeID3InKsAD6BjPHZCIcB0BEIIROptyJSbQM8BrSFCGFm30jMHmXsrxmpfBzRk2uNoKSNi8r3GAyXstYRdm/bwx5RFNR7nUFEHeOGqtzi2bxdaHKlak9U3lu7exRWTvwzZCMPl9/PYb7PD3rs1Ly/suVtO6MMzv/8WsR1NnE4mXDQCm7nmkiJ9a5E5l4H0YQjzbGTxOGj8DcLUMvh6/xZkzuUgS4wVNYCwUTFrNJRnwgxaU7CeUHZECCuYmh+8S89H5o6hogsnAIX/Qrf0QLOGztJNNkrYk4zH7eXG4+5m1/q9cZ3npp738l3ep3GdQ5F4HvttdlTdjcpzRFr4FfDonr1Ztmc30zeE3gx1ms20y8ikU6PG3NCzN12bNK2WDaGQBQ+DLCp3xA3Siyx4DpH5WvD1ebeBvp8K4i0re9swAwKsfRAN/mNsnpYfT0rwLTb88r71VBT1cuTfC02mRPhdJRYl7EnmkfOfi7uoA7gKVERNfWRl1r5q33v3yf0qPf/GueeR53Ixc+N6bGYzZ7Y/ilSbrdrzRYKUXvCtCHFGB++c4OsDO8G/hdAr8hCIVESTnwFL2CxSWfgclHyOEddeybiB2hsKqYQ9iQQCAf6a9U+yzVDUYVKtVgqqEQabbrMxNIJNzgyHg+HHJLLolYZRPTHUxm3wQ0XqXiDS+uh2cF6B0DIrjuFbgyyZAIG9YD4aSiZiuICqIrqWgYlEhTsmEZ+neq/Q1eHl3x9P2FyKxHFB567Vuu+2E06KsSWxQQgz2AZiFN4qj7EG1fedgp53PzKwyzisZxP6IVBhVGM8+2Awd0WWfIb0rTdud01DZg8H1yTw/golbxGZqAOOSyK7LgmoFXsSsTttYcMWY80xfY+O+xyKxCKlZN62rVHf1zItjeuO7xUHi2KDaPA4MmcrBDYDotRfroPMNTwj7u+Qnl+g8TSEfzkSE1BZIpUEUsDzK3h+QpZusErbWYaYRyrkFYxsjUi/P/r7EoQS9iRz5zs38cI1b8Z1DhXbXn/YkJPNm4sWsmLfXlqmpbG9sCCq+8/v1JmXzhkStg1ebUBoDaDRN+BbjvSvgoKnqehuCYAsRpaMR5g7gbCDLK5i1Hw4NGfHM4PKHwjlsYL9XNCLwXEewn5Orf5/qIQ9yZx91ek40xw8fvF/4zK+EvX6w+/btjL6+8n4AgEkRkJSNOmFTouF63uegFYqSPluNyuy9tLEmUKnRrUrdV4IAdYeIN1IYS8NfSyPD4o/Qjb4T7BghyTUNRGIukgxQigbPIvmGBLBPGFm929AuqYDAeOhYInvG3SNhV0I0RoYDzTHcHaNk1KGz4tXBHHKhX3KBHj/3hweGvQUm5dvr/G4iRT1QCCAlBIhBHu27sNqs5CakYojxV7hmp0b9pC9I5udG/fQseeRdOp1FFtWbid7Vy7uYheFOcW06dqK/Kx81i3ZxNrFG9m7ZR9NWjfmwtvP5YRzeuB1e/nm1emsX7IRi82Cu9iDM93BkBsHcuypXZn71XzG3fcpBTlFZDRNp3m7priK3eTuziNrVza6r6JPNrVhCs/PfISOxx+ZsP9f5VmfvZ+bp01hR2EhTZ0pvDPkfI5u2qzCNf9b/CfP/zG3gjxVJ2c8q7iYIo+HQRM+Zle5VnftGmQwafhImjhTqvdNVIKUfiMcUctACHvweT0HAjvA1DY4o9PUIoSoH8AD+XdibKoKjP8jZgzBjkVGfQqkPwnWPmimJtUeRS9+HwpfxXjrkMjiD5HOq9DS74mBjaGpcUkBIUQLoIWU8i8hRBqwBLhAShm2860qKRA9syb+xis3vYunODJ/4MmX9OSJLx6Ms1Ww+KelPDLs+bAbwc40B/5AAG+JNybz2dPseF1edH+IDTMBDZqkk78vOvfEAZ776V/0Ouu4GloYGeOX/cWz8+bgCVNk69TWbfn4QmNz7s+dO7h2ytfVjlc/gEkITmnVht+2h/bLd23chGmjrqrRHIeil0yCwv+C9AASHBcj0h9GCAtS+pD5/wL3NBBWQ8AdlyDS/10htlzPvhJ8SwgbT16GAK05kAH6Zg6W4T0g+lFi7gH+NYDXeOikP4awnRzVEDKwE5k1iGA/vh3RaBLCEt3md6QlBWocFSOl3C2l/Kv034XAauCImo6rqMhZo/oztfBTZupfln19ue+9sNevnhP/GNv9O7N5cNAzlUb3lBS6YibqAO5Cd2hRB5BUW9QBHrvwhWrfGw1vL1rIY3N+CSvqAHO3b+WBmT8A8NmK5bgrEXWbKbJWbQEpw4o6wJr9WewsqP7/v0OR7p+h4BmQ+Rgi6wHXN8iCZ4zzhS+CewbgLU1IKj1ffMjvtX0wkfnCJcg8yHgSHBdzUN6iFXUBogn4V5farUNgMzL3BnTv39EN5Q6X+etFun+K0q7IiWm4oxCiHXA8sDDEuRuFEIuFEIuzsrJiOe1hi8VqwWwN7U2z2A4NF4s9L45+J+5zJBJ3hG9DNeXlhX9EdN0Xq1fi8vko8HgqlaYru/fAaan5z1sC+VHWh6l0vKI3CW4G7QbXJHR/PpR8SnBzCxcUvY5e8DzSPQvdvxsKnyVycTYZre1cnxM+DNIEohHB8meClFsh87PSh9Ghvw9eyBmJ9P4VoS2AKM1yDUIjnlucMRN2IUQq8DVwp5Qy6LEvpRwnpewtpezdpEn1/VWHI8UFJUx/dxYfPfI5C6YuIVC60ktJd3LsqV3RTBV/jFaHlcHXD4i7XVtWhGlOoAhLQNfxR1E1sdvbr7Fo586yDc9QTF+/Dk8lK3qnOXLRf2n+7xFfWxlSSjgQax6EH/YPAMK9yXmg5D1k/j2QMzLKiX1QcD+Vr/CtkPEyWHpTUXRNUPIRBDYZrqEwtsvc0chKSxaUw3YWoR9KJoRjcGRjVIOYPDKEEBYMUZ8gpfwmFmMqDDav2Mbd/R/B7/XjLvbgSLXTqlMLXvztCRwpdu77eCz/1/8RcvfloweMKnbH9OvMpfdfEHfbjuzRjv07c+I+T6Jo371N3OcwadGvpYp8lbuyym+ChiLdZqXEH1l25uwtmyn2ekmxVi+rUko/suh1KPnkkHovhxKBy0eWGOV2w1ZmDEUkb10uMLUG22ngW17uHi9ILxS9bvw3vGHgmQv2gVXOJExNkOlPQcG/MNbR0vhKuwdhjt9mfSyiYgTwPrBaSvlSzU1SlOeZUa9SlHswRtdV5Gbrqh1Mem4y1zx5GY1bNuTDta+xbPYK9mzJosPx7ejUK3Qp1lhz97tjGNnyxoTMlQheX/BMQuY5uVVr5u+oedRTpOwprirGuyILdm5nQPvq/Q7JgifA9S3BLpbqUiqEMcWE8C5AuqYQ8kGg5xkx6+7vCb3ylxHEzR9Ecw5D2vqBZ5Yxnu1MhCm+lVZj4YrpB1wJnCmEWFb6VTc72tYycvbksnP97qDjXrePWZ/OLfusaRo9z+rOuaMHlIn6lpXb+XXSPDYs3Rw3+xo1z+TFXx/H5oxvYahEce+ZiSm78OLAwThjUN42XjSwBYckRoLUC8D1NbET9XgRQAZ2gwgnf7rRKs8UpiSv9IO1b1QzClNjhHMkwnl53EUdYrBil1L+TnTvSooIqSyzTWihz3ndXh698Hn+mbMak9lEIKBz1HFteWbGw6SkO2NuY/fTjmZqUcVywLu37GXHml10OakjKelO5n41n4nPTKakyEVm0wboumTftixy9+TH3J6asHrB+rjPkVVcTN8Px8V9nupiEoJeLYJrnkeCdM0g8oJcyUaCY7gRihn0IPKC6xPjGrTSLz+GzNkh9RaEKXZliuNB7V02KMhslkHbbq3YuHQL5fMNrA4L51xzesh7Pn50En//tgqv++Af2Pq/NvHG7R9w/0dj420yAC3aNaNFu4MJNv1H9KP/iIolYv/6+R/uH/hEQuypTdz8/eRkm4DAqO6YH6Iq5BeXjIw6VV5KH7hnQuHzMbIwAQT2IFLHID1zwfsnhnBbgBIMQS/vgjEbK3RTS4RjOMJ6fDIsjgol7LWchyfeyZ2n/huv24vX5cNqt3DkcW0Zce+wkNfPeH92BVEHo4rkb5Pmce8Ht6BVY/Mu1iz/dQWPXvifZJsRTIzeOzfl5rAuO5sir4dezVvSKMVJeql746998a+9XxUCwdtDhnFSq9Z8u2YlU9eto2+r1lzdo2eFzV2p54NeYAiaCB0rL/UiZM5I8O/AEMXaRqgCYRYwNUcIC2SOMzZQfUuQ/i3gmkLwCt4H5s5o6fFP+IsVSthrOa06tWTClreY9+0isrZn0/mEozju9G5hV1VeV+jdfL8vgB7QqyXsXreXvH35ZDbPwGKtXrz0kp//5umRL1GYHd1GXiK59L6aRRJllRQz8ovP2FwQ2sX0zOln1Wj8WJFitdC7pZFDeEGXblzQpVuF81IvRObfZ/QQRQBOZIMn0RznHLxGBow6LkXvlja6iF0SWuwQhN78NKJT9NyxYD4S4bwMYb3eSI5yfR9mnMiSwGoLStjrADaHjTMvOyWia3sO7M7CqUvQ9YqRBF37dMRsie7Hres67z80kSlvzAAEmiYY9fBFXHrfBRG9ru/dto+37vyIP76teS/XeHPJPecx+tnLazTGwI8/oKCS0MSHfp1Vo/FjgUXTGH/BJZgrecDLvNvAu4CDCT5eyL8dXfsIYT0RWfiK4YM+UCagynroyeLQaBonYDY2TYvfA9zgMSNLxkPmB2A7A3gsxDhWhGNovI2NKUrY6xk3v3QNK+atwVPswev2YbFZsNjM3PlO9GGJE576milv/ICnXEmACU9+TVrDVIbcED6G988ZS3lk2HMEwqX+1xKufmoEVzw0PCZjzVi/rlJRTybpVivNU40a7MM6d6204bT07yj1OR/6s5OQezPS2hu8C4ksXtxC7dlMtUPKtUaXJPdkDq7k/SD9yLzbEU3mQoPnIP9+jFV96f+D1DFxr8YYa2pcBKw6qCJg8aUgu5Bp42aydtFG2ndvw9CbzqZRi8yqbyyHlJILMq+mpODQlHBofERDPtv+v5D37d60l6s6JGaTtqbEsvrl4AkfszZ7f8zGqwybZsJsMmHSRKVt8Y5IS2fqqCujCl+U3sXInCuo+SrcCY5R4Apfzyg+OAguYwCgIVLvQJZ8Utr4OgQNJ6FZj0cG9oNnppHFajsdYY5/4lqkRFoETK3Y6yHpjdK47MGLajSGz+vHVRQ6Hnn/zhw2LN1Mh+PbB517fWxs/pA1s0afIb3o1rcT790/ISZjlmfsG9fHdDxdJu7txKMHaGi388Xwy5i8ZhUTViwnq6QEq8lEQNfp0LARj/Y/kxOPaBXVuFJ6kb51xMa1UpIEUQecI402d/KQjVxhB2uv0vo0YXB9C9bjEabG4LwsvnbGGSXsipBYbRaatWnCni37Qp5/7srXeG/Fy0HHN9egfozQBAOv7s+9799admzNn9HHls/Uv2T//jyubD0Gvyd48+yG5y5n2C2Dqm1nKC7q2o3/zJtb9YUxYndJMdd99w0/XnktY/ucjMfvZ1NuDo2cTpqmpEY9ntSLjeiWQOIyYmOPBiljwfc3+JZS4QFlag+WE4ywRfeU0Lfr9ac4oRL2Wo6r2M3crxawd2sWnU/oQO9zjktYyOLNL1/DoxeGjk3etXEPOXtyadi8oovnyOPasX9H5PVjGjbP4OonLuXc0aEjRrqc2DFyg4G3VhhhlI0bZzDD9XlU99aEa3v0SqiwA6zPzWFTbg5HZjbEZjbTtUn1k2Zkyael0S2JqXAZewSk3IHQUpF6EUEbp/6NxkMr9bbSUgGHvpXYwRpZgEJdQAl7LWbbmp3cdeq/8Xp8uIvdOFLstOrckhd/fbxCZ6J40XfYCTRsnkHOnrygc1ISMsrm1leu5c9plZc17dCzHQ9/dhetOhoZjoFAgK1rdtCoeQapGcGrzQ/Xvca1nW4PO17Tto34z8xHaNWhehmTscBqMvHMmQN5aPbMhM67NT+PIzMbRny9sacmKzSyAMA9nbop6ibjK+UGROoY8K8AfTvBETEBZMmnaOkPoTtGlpY+OPD9WsDUFOGIf+G8RKGEvRbz7OWvUphTWNbS0VXkZuvK7Xz+7GSufcrwARbnFzNt3CyWzFxOs3ZNufC2wbQ/tm1U87hLPHz+7DfMHD8HKSVnXn4Klz98MY5UB8PGDmLC099UiI/XTBqdeh9FeqO0oLFaHtWc52c9wmMXvVC28aqZBENvOpurn7yU9MyD9wzUQkekfLXvfWZP/o23bhofkf37tmazYu6apAo7wIAjj+KyvXuYtPKfhAUAOsyRxVdLvQhZ+DS4vgf8SEt3cF6FsJ2G1IuNFW2dwgyp9yNsJ4KpDUIzWvrJwC5Cl8DyQcBoMiLSHwVrD+MtRS8C+zmIlOsRWuxLbiQLFRVTS8nLymdU6zH4vMF1ths0SePC286lYfMMxj/+JQU5RXhdXjSThsVm5qEJd9J32AkRzaPrOnf0fZhNf28ty1i12Cy0PboVb/z5LAG/zr/Pe45V89eiByQmi0ZKgxRemfskzdpWXldf13WEEBVi3qdOnMGrV3wQxf+JyLA6rEwrjv0ma6T8sGEdd/wwDb+ux7wWYWW8es4QzuvcpdJrpJTInEvBt5Lg8EMLxuq2Zm33Eo8Nms5D09LLjsjAHmTxx0ZN9aDEJDuk3oGWGttN80SjomLqMflZhXz0yKSg43pAx1Pi5clLX+LRr+6hz5CeVSYSLZu9gi2rdlQoQ+Dz+Ni5fjeLf1hGnyG9eO7Hf7F20QbWLd5E0zaNOWFQD0wRrBSfvPxlfp+0IPpvsBp43YmNIfcFAjw151cmr1mJX5e4A8kRxiMzD+5xSOkDPRu0TIQoV3HTvwL8awkdU15b4syjxQ/7z0Nv9D2aKR3pmYvMvRXDd36oqJtBS0c4Y5OzUBdQwl5LyWjSgHbHtGHD0s1E+1bl9/p58tIXOe/mcxjz36uDzgcCAZb/spKC7EI2LNsSsgyBq8jN2kUb6TOkF0IIupzYscqNTCklsz6dw7gHPiZvd+XNH2JN227RhfZFS4HHw/6SYlqmpbN89y4umxy7GPjq0j4jg6ObNDVW5CUfQtEbRklZBNJ5BSLtbqPGi38zMe6CWQsIgL4bsoeiN54OeXcTXONFgEgF+3mI1LGIcqv7+o4S9lrMgxNu585T/43P7cNV7I6q34DX5eP7t35k2C2DaHHkwUqL29bs5N4Bj+MujVH3uL1omkA/ZJFjT7HRtApXy6G8cvM4fvr4l5AhhvHmpV/jUylyT2EhAz5+D1dQOztJMqtV92rRkneGDEMIgV7yDRS+SoXEnJJPkcIGKdcifatLOxHVQ/S9UPgioV1JEswd0Ro8lmCjko8S9hhRkF3Iuw98yu9fL0RogjNHncJ1T4/Cmeao9pitOx/BhC1v8/s3C5k5/lf+mvVPVPcLTWPpz/+UCbuUkoeHPEPunlwOfQkQgrJjQoDVbqH/iJMjnmv3pr3MGv9bUkR9/KbXSW8YvJFbU5bu3sXFX34W4kxyRX3GqKvo3LjcQzdk02gXFL+HLJlYmqxTu8s7VB8J3t8Iu+qR8W/qXhtRwh4DfF4ft530IPu27cfvM4Rt+ruzWDlvLW8ueq5Gced2p42zrjiNlh2as2Le2rDVG0NhMmmkZKSUfd64bAt5WQVBog7gTHfgcfkQQNturXng09ujCqlcNX9dqd89QT5bE8z0xc4dUuz1Mnb6d/y+bSs6cHzz5izfsyfM1cntK3P3TzOYNuoqwIh2Qd8R5ko3RNp0uU5jB9IIXTb4cPj+g1HCHgPmTf6T3L35ZaIORg30net3s2z2Cnqe1b3Gc3Tt05GThvRi3rd/EvAfnEczaZw8rDcLp/6F/5AIGqEJThras+yzu9iNFqbzUrtj2vL45HuRUpLRpEGltvh9flbOW0tBdiEderanRftmZDbPSKjexVLU/9q1k0u+qpjM9FdYUU8+q/cfzJCUxR8m0ZLagB0cl4AwQ+FTwaf9a5G+VXWuiFdNUcIeAzYs3RyyrorP62Pj8q0RC3vu3jxmfvIbObtz6d6/G32G9MRkMqJPhBA8/Pmd/DrpD75+eSrZu3I4omMLLv/XJRx3+tE8Ofwl5n37Z9lYVoeVZ2Y8jM1xMDqiU++jQm7E2pxWTr+0Lw0aV7259M2r0xh37ydlDxdN0+gztCcPTryT1IxUXIV1a4U0b9tWrvz2q2SbETVS+hHCXJpYlPiQ5eRgxnApmYEACBtYjkOkXIEsDC5vYaCDdxEoYVdEyxEdW2BPseEurpi5Z7FZOaJD84jG+Gfuah4692n0gI7X7WP6uz/T7pjW/Hf2Y1jtVsAQ0TMvOyWoNvubd3zAgmlLKhwTQrBy3hqOPulgQ16r3crd48bw3+vewuf1owd07Ck2WnduyeDrz6xlaUivAAAgAElEQVTSxnnf/llB1MGIVV847S8+eWwSL/7yGI9d9AJbV28n4IvOpztT/5KlC/7mvr5PRnVfTfAGAtw09dtq3l1eTOPxqhLOjy85Mi0fua8vMv1RQ9wOF7Rm0PAjhG8pBPaB9Xiw9EYIgdSaAjaCsmeFBbRGybA2qagEpRjgKnJx5ZFjKcgpRJY2uNBMGo1bNWT8+jeqjPnWdZ3LWo8hZ3duheM2h5Wrn7iU4f93fsj7pJS8dccHfPvGDyHPN2iSzld73w86vnXVdqaNm0nOnnz6DOlJ/xF9sdqq3mS65YT7Wb9kU8hzjjQ73+V/Ahh1ZDwlHtoc3arsjSNclukBypfQvabb7excvTvstTaHhanFE6u0tyoW7tjONVO+xhOo7oavDys+vDiIrbiH+psUgMQsdH4Y9AXt0gpiOF+yEZD5OVAIubdSeWkDm5Exm3ZPhRwNGdiP3H9WiKqODRBN5yJE/EtwJAKVoJRAHKkOXpv/NP+9/m1W/bEGEPQccCx3vzcmokSerat2UFIYHI7mcXmZ9emcsMK+8o+1/PDhL2HHLcg+GEuevTuXb1+fbtRoP7YNF94xhBbtm1W4XkrJ37+t4ueJc9E0wZmjTqX7aQdfYffvyA47V/m3lZZHBb+lnDC4O4tm/B365kM08aOVrwHhHwYTd70b1o5okIAWZePmipjxYiYeK/Z1w8dR4LXyzZaOzNrZnhK/hROb7uaObotJsdS1LNGqkCAcCN9SpGOE0Z0pLB5wfYo0tUCkXFF2VJgaQ+a7yLw7SsVdgmiIyHyr3oh6NChhjxEtj2rOS78+bmRAChHRCvgAZoupbKUffC78j+jXSfMqdDc6lHbdWgOwY90uxp70IF6XF5/Hz7JfVjDljRlc8e/hjLhvWJmtb97+AT9+9AueEkOkf54wlyE3nsWYF68BoOtJnfhjSug2d8f0qzyt/Zlp/w4r1J/vGBfy+Ez9S7Zt3M5NR99DIKBz+sh+PPjJHRG15auKnQX5vDJ/Hi5/TUQyPi6Y5vYiNAEZNi/XdV7JdZ1XxmGeWkbOcCQ6RlGvct2LQiFdUPw+lBN2AGE9AZr8Dv41gBnMHWPyu1IXUcIeYw74w6OhVaeWpDdKJauk4iuozWljyA3hGyCbzKYDb+hBCCHI3ZvHtV3voCiniOK8g6+oUpcEdMnHj07i1y/m8fr8Z9i5YQ8/fDi7woPCXexh6jszGXTdANp1a821T13GkpnLgx4mZpuZ2yJoXDFT/5IJz33DRw8ZseEtOzTj9QXPVhqD3uao1szwBJdPqA4lPh9frPyHd5b8yb7ick21K3NHJkEYvjlrcsLnTC4aB90vEYbLyuCKo4BRtfIw2ygNhRL2JFOYW8S/hj5LftZBn6mmCcw2CycOPp5zrjsj7L1njjqVaeNmhly1SynJ21dA3r7KfbHb1uzkq5emopk0fJ7g1WvAH2DhtL9o16017bq15s0/n2PcfZ/w95zVaJqgx5nHcOur19G0deOIvt/LH7iIyx+oWXen6lDs9XLB55+yMS83+OQB8T4g8AGJZVcxvtaRNKyIRbLSwQfLgqHjaeysW5FFNcNEtZKnLD1ibkl9Qgl7NQn4A6yYtwav28cxp3Spdn30/173FuuWbKoQg66ZNIbdOogbn7+y0ns79z6K4fcM44vnv0VKozyux+WNKvpNBiS/TprHuaPPwmQ2oQcq/pFpZhM258G3kLZHt+bpqQ9FPkEtYdLKf9gUStTLc0DgTWDbVIivVWoEmh2LFb3ApnlZcfGHyXhBSDJVuF2CEIY/Pu3+eBlUL6hvlYESwtrFGxl5xI08cv5/eOrSlxjebDSzP4u+e46ryMWfM5YGJRb5fQHmTV4Y0RhXPzaCcX+/yOjnLuem/15dLZmxOaz0H3EyIkzy0mmXnFSNUWsX369bE1W0d9FpzUNodvwiyLy6mZ0l0be0q/toQBTuS/PRiEbfIiyV7+kc7ihhjxKv28sDZz9JXlYBJYUuSgpceEo8vDj6Hbav3RnVWO4Sb9gVWnFB5EWbjujQgovuGMJ5Y84mpUFK1TccwsblW7mj37+49L7zsTmsONLsONIc2JxWHvjk9qD2d3URqynKX3VNC+Ffj+9y2mGqb9EukaCDfShGWQANoz68FcNFcyg2RMYrCHO7BNpXN1HCHiWLflgW5K4ACPgC/FhJ6GEoMpqk06hlcFszzaRx4uDjq2XfRXeei80ZXdKKHtDZt20/nzz+FR6XF5vDys0vX8OkXe9y6kV9qmVHbeOq7j2rvihOaAQwVvvhVvySYzOzaGQ/nHzrpVh7oWU8i2j0GaTciki7C9HkR6M3KTbKWt9hg9SxCHN03cEOV+qlsEspWbdkI4t+XEZhblFMxy7KK0YPKuFq+Nzzs6OrQS6E4P/euxmb04bJbPworHYLaZmpZa3vomXUwxdzzrWnY7GaD7qMzSasdgsnDe1FnyE9adgio9Ix8vYV8NLot7mszU1Me+9nvJ7ENrGIB0M6daZr4wjLEMfY0a2jcV+3eaWfyou7IfZNbMW81e+nmM5ZNzBW4ADC0g0t7TZEymiE6Qi01FsQjSdDyq2QMhbReDJa6k1JtrfuUO8yT/duzeLBQU+RtSMbzWTC7/Vx5aPDGXn/hTEb/7qud1ToOARgT7Xz4Ce303fYCezflcMXz09h6ex/aNK6MZfeO4zjTu8Wdswd63Yx+fXpbF+zi+6ndeW8m8+JqG5LZRTnF7N70z72bN5LSaGbbv06c0SHFgAsnf0P950VXf1yu9PGwKv7c+tr15Vlk9Y1PH4/9838kekb1hJI6O+9ZMOIcbj8Zv6z7ASmbOuIx2+iY0YeY4/+iwFHbCXM9kb9Jv05NGfiI6TqMpFmntY7Yb+h+91sW72zgrvEnmLj0a/vpffZx8VkjvcfmsC3r88oy7a0p9jo2qcjz/74L3J25zHm+HsoKXCVVXu0Oa2Mff16Bl1bdT2WeJG1I5t37/8Ej9vDGaNO4+nhL1V7rLSGKbw89ynado1v16JYsrOwgOu/m8z2/DxMQuD2+5FSBjVRiz3G39eGEaGTsA5brP0RmeMO2wSi6nJYlhTYumo7uzftC/KBu4s9TH5tWsyE/fpnLqfHGccw/d1ZuIo9nDGyH2eM7IfJZGLiM19TnO+qUCjLU+LllTHj6HF6N5ofksafCG7udR8blm4u+/zH5Jo9VAtzihnd7S40TdClT0f+7/2badOl9oq8lJJrvv2azbk5SWk30d65Pwmz1mIa/A/NET4/Q1Fz6pWwF+YWl/mqDyU/K7Y9OHsNPI5eA4MfFH/N/LuCqB8g4Atwa58HGb/hDVLSnTG1pTI+fOTzCqIeS3Rdsmr+Oq4/+i4AmrVrzCNf3k2nXpX3Rk00q7L2sS0vL46iHv6tt4GpkJlDv4nbzHUO0RJhPz3ZVtR7YiLsQohBwKsY29fvSSmfi8W40dKxZ/uQEStWu4VTEhTd0bB5Jrs27g15riivmO/e+oHLEph5+eUL3yVsrr1b9nPrCUbykr2Bje9zP03Y3JWxrSAfn4z3Wl1iwsdJTXbxf8cuoltmMSZT3d90ji12RMbTyv2SAGocFSOEMAFvAoOBo4HLhBBJKdZgc9i45dVrsTmtZb88NoeVJq0acd7NZyfEhuH3no/FGvp5qft1xj/6BdvWRBfvXhN83gS1qjsEd76Hgdpw/pixpOqLY4AuJRty9vPc73N46OefWL7nYNlfbyD+8eErL/6AtSM+4uMzfqJ74zxMjtNBOAkdj11P0cIHCGDuiWj8DcLWL3H2HMbUePNUCHEy8JiU8pzSzw8CSCmfDXdPvOuxr164nm9fn0HO7lz6DO3JuaPPqlFT6Wh5fex7fPfWj2HP9zijGy/8/FhEY+3auIevXvyeDcu20Kn3kVxy93k0b9c0YlvOT78yZHenRFO+3nqsGL9sKa8vmk+2K3wy1wN9T2VF1j5+2LAOf1wCBSS3dlnEXd2XxmHsuoVouhCZNQjkIaUbTO0RjaccluVzY03ComKEEJcAg6SUo0s/Xwn0kVKOPeS6G4EbAdq0adNr69atNZq3NiOl5Ibj7mbritBNhoUm+MH7eZVNrtcu2sA9Zz6Oz+Mj4A9gshjx6C/PeZKjjmtX6b3bt2/nurZ3V/dbiAsX3n0ut/z32hqPs6+okJM+SHaUifF30y19D1MGJc7dVWuxDkBr+DZSepDF74JrKqCB81KEcyTicOr0FEciFfZYJCiF7t916AEpx0kpe0spezdpEmGiSB1FCMFLvzyBFmYj12w1R+RnfO3W93AXu8s2YwO+AK5CN2/dUXkD4zm/za91og4w+aXpVXZSioQB4z+IgTU1xfj5KVEHEJDxhvEvYUNLHYvW5Ae0JtPRUq5Wop4EYiHsO4DW5T63AnbFYNw6TXqjNM4bczbmQ/ztFpuZAZedUqWw67oetg3dyvlrg44VFZXw8PnPMVAbzpNnVD9GPRFcf+yd1b53/vatFNeoOUaskFSr3Gy9wwwpN6Nph9FeQh0gFlExi4COQoj2wE5gJDAqBuPWeUY/dwWb/9nG2kUb0TSBlJIjj2vLza9U7Y4QQmBzWoMaZIOxch+SNgpvcXI2RmvKtpXRbR57AwE++2c5T8z5JY71FQ/l0JlE0Lnfzv44YdbUTgSY2oNT/bnXNmos7FJKvxBiLPAjRgjAB1LKw6CXV9XYnTZe/OVxNizdzNZVO2jdpSWdeh1V5X1fvfI9Hz70WVDZgvLUVVGPlny3mwsnTWBLfuiOOfHjQGuqUI8SnTkDP6RlRvzzVmsvJiAAgW2wfyiy0VcIc5tkG6UoJSZx7FLK6cD0WIxVH+lwfHs6HN++yus8bg9DnVdUed3hxCsL/0iCqIOGzuDWm3j15J8TPnfd4MBDzQPShyx8AZH5elItUhykXlZ3rKuMaHlDsk1IDBG6Yyf+s5yPlycnjNBmCnBLVxXCGBk6eH9PthGKctSrkgJ1nZK8yJtr1GVm+qqOaZ+1aSP/+mVWnC054GYR5T5Ljs3cz7+P/4POGTlxnr8eIRKXJ6KoGiXsioTSvH1kTa+f+G12HGav6C+34MGkCXRd0Cq1iHu7/8nAVvU3v6JqnBgulkM37Mv3JdUI3nuwqw3UWoYSdkVC+WTj2xFdl1VSHOOZDSHqnbGFN0+bQ4bVg0lLfMnqWk3mmxDYD0UvgL4fRAqkjAbpB/e3xjW2c8G3CHyrQJhB+sDWH5GimmDUJpSw1yLu+3gsz1/9RrLNiBu3vnVNxNe2SE2L8aap4W5ZnNeOTOtPVJH0e5ihATbIuxPR8ENoMhdwA/aD+RZpt1W4Q/rWGhEx5s4qGqYWon69axEDr+zP/RPGVn1hHeWCMUMAI4RxU24O3kD4cMHHzohfU5LZO2tv7fjkoAMukPnInNFAACEclSbRCUtnhH2gEvVaymG1Yvf5fKxZuIHdm/Yy/b2ZrPx9Xdhr+wzryVOTH0ygdQZnXdafsy7rD8DkN7/nrdvGJ9yGeDDV9SklXi83TJ3Mwh07EBjeXBOgCYEmBGlWG5d378G1x/fktDbteeWcITww6wfclTwAqoPDcjjHn1eFB7xLwFY/mpgfrtSL1niFhYXsXLeHN8d+yIZlm/F7YpNy3qpzMz5cXTtcIzf2vIvNy0IXFavtZLRI5/1Nb3LaR+9R4AnOpD0Uh8nMwhtuJtVq5duV/3D3z7Fq9Kza1FWJSEVkvISwnZ5sSxQhqLet8SY+8zUfPfI5ce+bAOxYu5d1yzbQqUeH+E9WCb9/v6DOivol95/HTc9exW0zvo9I1AFcAT/PzvmFp886J+aiPrzN8hiNV0+RfrBUqRuKWk6dEvaxJz/I2oUbEjrnrT0fjEst8Wh4fNiLSZ2/Ory97Hk6dDeybaWU/LQxup/bpFUr6H1ErHzhhqj/78SvGdAuO0Zj1hfMgB/DKWaB9EcRWmqSbVLUlDoj7P/MXZVwUT/AQNNwZgaSI+7L59SdsjunXNKHR7+4J+Q5nx7dK5YOvP7nghhYJWlkKWL+BRPRVEe2Q7BA+hPgXQhaBsIxHGGpXf1qFdWjzgj71HHxzkKsBAnL/1jJcX0raf0VJ37/ZmHC54wGR5qDjza8RsMmGWGvEUIcKBkVMU0dDrJjFMv+89AvK4i6lFBf225G/r0JaPAqmuMscF4cb7MUCabOhDs605LbVuueUx5LyrynVtGEu8/5PZmpf8nAq06rcDw1MyV+LiQBL/72GDP1L/kuf3ylon6AqrpFHco+l4tOjWrakEViwUWqpWIlzPoq6hDN92Y1RF1RL6kzUTFZO/Yzqs3NcbIoQjSY6U+8S+Zsy3BkiOWuyazxg3dSRGOMPvZOtparg9532Ak8Pvk+/D4/9w18gn/mrK5yDEe6g892vk1KSkrEth/gwkkTWL53T9T3VU1lv78eNow4/GqmR7Rq15qhNZ2bEHsUsSNhPU+rQ3XDHSc9P4X3Hvg0DhZFzqNT7uKU8/omdM787AKuOPJW3IUHm1Ifc0oXXp7zZMzn2rF+F0+NfJmNS7cAYLJo3PvhrQwYdVrlN1bBnsJC+n4YjzBDCRTT1OrnpMbbOaHJLi5oswXHYV2TqimIIpAlENIJ5oC0u9BSrkm8aYoaUS+FHaAgu4D3HprIjHdjXyf7hKHdWTT17yqvS1aUTEmhC0+Jh4ymDSLqmVrbePPP+by44I8Yjmi0p9sw4r0YjlmXEKVfBzamTSAaQeMpCP8apHcRiEzwLwP3TBBWo7aL83JE2n0IUWc8sYpS6q2wH+D89CtxFbmrvjBCPt31P5o1bxhRs2WhwU9JcMnUB6asXc2zc39jX0lxhZqB0WP83i4+exwZVbv46ylmyHwX3D9CYAdYT0Y4L0Vo6UFXSj0XArvB1BqhpSXBVkUsiFTY6+wje8iYgTEba6b+Jc2aNyz7d1VIHVyu2D1UDieGde7KgtFjWD/2rhq3gh7ackWtFHUpSUgCHVgQsgitwRNoDT9AS70hpKgDCC0TYTlaifphQp0V9mufvIxmbWsYNaGFFvL/++iWKm/9v9Meqdnchzkd33i5Bncb9cBfOSWWbp0YU+opi+8LsQtZMhGpF8VzEkUdpM4Ku9Vm4ZNNb/L0tAc55tQudOnTkTcXPctM/Utm6l8y/N7zK70/o3l62AiXQVedUeX8xfmHR7ejePDojzNqcLehlCuGvVv1lRLWLHXw3YeNWPBTOoHYlBCKiANbIHHfCvEuRubdHudJFHWNOutjj4RBtpEEfMFxgne+ewNDrj+7yvsr87c/+f0DnDSkV43sO1w58rWalEiQQAkbRlQeHeXzCh65uj2rFjnRdTCZISUtwEtTNtCsla/Se+seNkSTHxCmI5JtiCLO1HsfeyRMd02k77ATyj5nNG/AdM/EiEQd4IlpD4Q8brJoStQTzoF2bHqVog7w1TuNWbHQibvEhNdtwlVkImefmeduaRt3S0MR1/WTsEJgVxwnUNQ16kxJgeqgaRqPT76v2vefPLgX7656kZuOvQc9YPxlHtu/Ky/MejRWJtZrpH87eGYbLdRsZyNM0e6JyAr/vqbV7/yrb9WJVAA/TGyE122qcEwPaPj94HGBrc7GuQuCkrKkF8zJrUCqqF3Ua2GPBe26tOFH3xfJNqPOoReNg6LXMURIA55D2s4CmQd0LT0WygFdXrR0Puw3hVOPyIp6fr8veOwRY/dyxV17sSawOsWBLNCa+9ptIGyl4TYllAWKCgc4RiK0zJpOoKhHKGFXxBzpWwtFbxDU7d4zDYDppyzg3N+vr2wENoyoenO0Mvqfn8d3HzbG5zW8jc1ae7ji7r3Y7IndU6q5oGtgPQksvRApl4NehCx6GTzzQWsAzusQzhGxMFVRj1DCrog50j0d8IY936llAGPFGXrV3iuz5k1FRt25l4Wz0sneY8FVbKLvoPzKy8okHa30q3zojg0cF6E1eLzcZQ0RGTUJFVUcDtTrzVNFsqi6QO/PAw8U56roRweYNLAm4ZAGqQ103vl5HXc8v4PzrtnPiQMKsdpqs7LbwT4Ew+WSBljBdgYi/aFkG6aog9TrcEdF/PHrOsv27EYi6dGsBRaTCelbgcweBVSenbs+N4XBM0dxYNVuwcdfwz7CUasFOF5YEU1mGxEu/q1galmNzWZFfafe9jxVJA4pJfgWg38dmNoZtUjKFY76c+cObp42BV/A2MgzaYI3zj2Pfq2PQTqvhJLK/eQdM4tr7EuvHwiwHIcwNTU+WmthnQRFnUIJuyIkUi9C5lwNgY0gA0bIotYMGk1EaA0p8Li57rtvKPFVTPa58bvP+XWEjUbMTpLldRCRjsh4LdlWKOoRyseuCIksfAn8a0trentAFkNgGzLfqJEzY/06pAzO4NSlZNqa34wHQqRzHY6elzJsiLQHEKZGyTZEUY9QK3ZFaNxTCI5s8YNnNlL6yXUX4AsEaGJ3c0Pn5fRrtpM9rhQmbezCgJZbopqqDpaWryZmwAIcqDNkBVNLcAxNok2K+ogSdkUQUnpBesKc1QHJgBbrOW3g13RukAsY4tw5I4dTm28PmXZ0eGEFSy/wLQHMB59cDd4CfTuUTADpBvtgRMr1CGFLqrWK+ocSdkUFpPQgcy4ndMiiBpbeSO/fHGV6ETKCY9W1w1bVbZR1NLJ0QzT8H+jF4J1nZIzaTkMIB3AyqIQiRZypkbALIV4AzsN4Z98IXCulzIuFYYrkIEu+Ad86Qgu7CXzLIfeyRJtVizGD9VRwXoHQd4K5K1i6G60LTXZwVF4+WqGIBzVdsc8EHpRS+oUQ/wEeBO6vuVmKpOGeSvj48/pW7ra62MF2GohUhP0csPVX/UMVtYoaCbuU8qdyHxcAl9TMHEXSEanJtqAOIBC2/ghn1f1xFYpkEMtlxnVA2FxwIcSNQojFQojFWVnRV+tTJAaRMgrDX6wIiwDMHZNthUIRliqFXQgxSwixIsTXsHLXPIxRvWhCuHGklOOklL2llL2bNFGp0rURqecji8ZRsRCVcjFUxArmzmA5LtmGKBRhqdIVI6U8q7LzQoirgaHAAJmMwjOKmKB7V0Lu9SBzDjmjUVb7+3BHOME+DJF2n7E5qlDUUmoaFTMIY7O0v5SyJDYmKeKBDOwC6QdT6yBR0gtfgeK3wtyZwA7QtQYbFWvJW8B2Olrmm8kySKGIippGxbyB8Vcws1QsFkgpx9TYKkW1kL7VSNd3pa3SWoHuBWEB11cQ2A4IMDWGBi8jrIYrQfdtrkTUD0PsF4LMB88fIEyABFNbRIOnk22ZQhExNY2KUY0WawlGK7o3MFIKKnGdBHYgc6+BJj8jtIZQ8kGCLKwDWPsiGjyBEDakfwP41oCp9cG4dIWijqAyT+sBMrCrtL9ouDIAQTcgXd8jUq4GWRBX22o/ZsN3nv5vNEdZPADC3EE1iFbUWZSw1wc8vxG6MXQ43BDYBYCwDUS6fyT0Kt9OVc0y6i4aOEaC41KEpbNKMFLUK5Sw13GkdCED+41CU5HGJAknwmo0YZG2gWDqBIE1IS6sp6Ju7QcNXkIzZSbbEoUiLqhlSh1GL34fufckKP4ApKvqGwCjVGw7pG8V+t5esO9YwAOWfvE0tZZgA/slaA0/VKKuqNeoFXsdRbpnQtFrHKztfQBBxaX7oXHoAZAaFL9P2Yo8sBkCW+JnbK3ADpn/Q1hPSrYhCkXcUcJeR5HF74ZZpR/qjznUdx6AwIoI7qtnCA2h71HRLYrDAuWKqasEVL2dqJAlSP+WZFuhUCQEtWKvA0j/dqMbj9YIrCcjhBlsJ4NrMqHrpofHE9B4bWVvJm3qijtg4pRmO3moxx+0SS2Mj/G1BifC0iXZRigUCUEJey1GSokseMLIHBUmQBgx1w0/QaTeinT/VNpsOvK0/1v/OJv5+47AEzB+9L/sas3GgsFMGjCFhrYI4+DrHGYj49ZWadkjhaLeoIS9NuOeAa5vAM9BF7gsQeaOQTT+EdH4e2TRu+CdbzRF9v0DlTSw2lCQwYJyon5h27U8cNwCUi0+NFHfCn3ZMZKPJNgHIdLuRQhLso1SKBKCEvZagJQB8MwxolPMnYzUdqEhSyYSHPUiIbAXAhsR5g6IBo+UjiGRWedWKuzr8htiFgHAzBkttvJ4r99xmutpka/UO9FSr0u2FQpFUlDCnmRkYD8y5zLQ9xvFu4QVTK2g4YRSN0sIhKnCOSldyJyrQd9Y6VxHpuYSkBrdMrN44cRf6riop4KtN3gWEJxIZQaZmwyjFIpagRL2JCMLHoXATsr85NIH/k3IwufBPgSKNhAkXNKLFI3KigjIorfAt6rKubpk5jL//I+xm3RMoi6GN2rguALhvAhhORrpmo70LgoRqekHf+UPOYWiPqPCHZOIlDp4fiF489MH7mlGmzpzewx/cXl0yB6C9C5C6rlQMgGjqmPVpFoCmDVJnQznFimI9IcQlqONz5auRo35IOxg6ZVQ0xSK2oQS9qQiCV9iV0cIB2SOA3GosPtLN1FvRu7rD7IoznbWBhyQckuFYl3C3B5sp1PxwWcCLVU1mlYc1ihhTyJCmMB6MsE/BjPYBhj/zL83/IaoLKB+FeqyhjmuQdpdiJTgzVCR8RKk3gJacxANwH4+otE3CC09vqYqFLUY5WNPMiL9SWTOcNBdQIkRpy4yEGkPIQN7wftXsk1MIGGSraynoKVcE/KUEBZE6hhIVY27FIoDKGFPMsLcChr/DO4ZSP8GhKUr2M8xuvj41gKmZJuYIExgOw0886n4FmJHpN6SLKMUijqJEvZagNCc4Lw4uFWGuT3Rlgyos9gvQDR4HFn4ApRMAvygNUWkP4qw9ky2dQpFnUIJey1GCCvSehp4ZyXblBpixoj80Yx/m7tCYJMRi681h7T/Q3MMBUCkP4xMux+k24iCqZPhOwpFclHCXssRabcjs+cQaThjrcNxNZjag/dnMDVGOK9AWI6t9BYhzCBSE2SgQlH/UMJeyxGWLj6SL7kAAAqCSURBVMiU66D4nUquMlErXTZaU0T6g6UhiqOSbY1Ccdigwh0TgJQBZCAbKau56rYcV8UFVYi6iFfoX2Ubuw5ExiuqSbRCkQTUX12c0UsmIfedjMw6Hbn3BPSCF4yiX9FQo5BHG9gvANJqMEYItJaQ/iTgOOSECczHIprMLmuYrVAoEotyxcQR6f4RCp6mQvheyadIhBF37f4B9CykuStYT0TTnHGwwgeu8TEczw6mlohGkxBaA6T5SKNmvH81iBRwXolIvc3wkysUiqSg/vriiCx6neDMUBeUfIwsmYARKXKguYVAt52JaPAsQsuoeIvtVCh5t5pW1LTOug2cV4IwAxajTovtdCNrFhDWnojG3yKlVBEsCkUtQQl7PAnsDnPCw0FBP4AEz2xk1kCk/TyEcyTC0sk4JdIwXB6hmleXIlKNEMEouilVJPwGrEi9CaE1qPRuJeoKRe1BCXs8EU6Q0fQSlSDzwTUR6focae5uJCm5pxL8ICiPBSwngPeX6hoKzmvBuwj8qwAfxvaLFdLur1LUFQpF7UIJezzRwzTKqPpG48v/l/FVKQIcl4P5KPAtDN+co7L77ecarhb/auMzJkCD9CfQnBdU5xtQKBRJRAl7nJB6PpWvsmM2E7g+hbKCBNHGtDuMJs/5D1ExCSoAhc8iHUPVRqhCUcdQ4Y5xQOrFyOyLCO3v1sDcBUiJ4Yx+DPfJARdKKogMo/Sv5WQwdSB0zLkFMj8Az0xC+++94F0cQzsVCkUiUEuxOCBdX0Mgi9ARKU5ExmugNUIWvQMl44ntyt4EaXehpVxZ4ahe+AoUf1BuLjs4L0Wz9UQv+V+YsUSMbVMoFIlACXs88MwlfAMMN9K3FmEfCJ4ZGKvsWOIG/9ago1ranUjbGUj3VJAS4Ti3rGqisA9FehYQtGqXfrCoJCOFoq6hhD0emFpiuERCrdj9UHA/UksBPTfENRpGy7xqNpsWToS1R+hT1uMQ1hDlCeyDwfU1eJcBJRi/FmZIfxKhxdJlpFAoEkFMfOxCiHuEEFII0TgW49V1hPMKwrd5A9DAuzCMdutgPg7DB19ZLRYBWivAVu6YBbSmYD87OnuFGZH5vtFmzjECUq5FNP4WzTksqnEUCkXtoMYrdiFEa2AgsK3m5tQPhKUjZLyEzLuDsK4WUyfCJhP5VxkJR6b24F8RZhYLpD8Cvr/B9ZUxln0wIvV2hKjsoRLGZmEC+5kI+5lR36tQKGoXsVixvwzcR7V9B/UTYT8LMl6n4or6AGaEY7DhAsES4rwXZA7414S5H6MJhe1UtLTb0ZrOQWv6B1r6v1UykUKhqJmwCyHOB3ZKKZdHcO2NQojFQojFWVlZNZm2ziBsZ4BzJIY4240iWSIVkfk/pOc3cM+g8phzQejnpQUafVFWr0WhUCjKI6SsfKEthJgFNA9x6mHgIeBsKWW+EGIL0FtKub+qSXv37i0XLz584qOlfwt45/9/e/cWYld1x3H8+zszk8mYmWgaE5XENApGDDZabGTECxgDxqJpKwoKSqpCJK1FsYIpPtknaUEQFUQw+CKKqNFS8RLB1BdrvRBvxEsMlUbbjiGVKo0xk/n7cHZKTM5kTubsmbX3Or8PDGSfC+e3SPJjzV57r9Pc86V/BTBKjJzH+FfOHKD/Ytj3dxjdDgT0LkVz7kE9C6Y0s5lVj6Q3I2LCS9UmPMceESvH+YAfAScBbxcbQC0E3pJ0dkT86wjzZk29i6F38f+PY/dG2vtlaaB5WeLMS4ixXUCPT7WY2YQmvXgaEe8C8/cfH8mMvevFXtpakmgMNm/3B9T4wdRmMrNseEuBFPovoK190vvOQmq1uGpmNr7Sij0iFnu23h71HA9DtwIzD/OqAZgxPF2RzCwjnrEn0ph1HZr7BMxaCzqB79+M1AuNo9GAbxAysyPnYk9IfUtoDN2G5r8Eg7c07yRtzIWBK9Dcjb6d38wmxXvFVIDUhwZvhMEbU0cxswx4xm5mlhkXu5lZZlzsZmaZcbGbmWXGxW5mlhkXu5lZZlzsZmaZcbGbmWXGxW5mlhkXu5lZZlzsZmaZcbGbmWXGxW5mlhkXu5lZZlzsZmaZcbGbmWXGxW5mlhkXu5lZZlzsZmaZcbGbmWXGxW5mlhkXu5lZZmpT7LH3Y8b+s46xkWHGdq4mvnkudSQzs0rqTR2gHTG6jdh1JcRuIGBsF/HlemLo3zRm/TJ1PDOzSqnFjD2+uhfiGyAOeHQ3fH0PEd+mimVmVkm1KHb2bgHGWjwRsO+z6U5jZlZp9Sj2noWtH49RaBw7vVnMzCquFsWuwV8BAwc9OhMGLkWNoRSRzMwqqx7F3n8uzL4TNAfob/4MrEazf586mplZ5dTiqhiAxlE/JwYug7Gd0JiNdPAM3szMoEbFDiD1QM9xqWOYmVVax6diJP1G0oeS3pf0hzJCmZnZ5HU0Y5d0IfAzYFlE7JE0v5xYZmY2WZ3O2NcBd0XEHoCIGOk8kpmZdaLTYl8CnC/pNUl/kbS8jFBmZjZ5E56KkfQScHyLp+4o3j8HGAaWA49LOjki4uAXS1oLrAVYtGhRJ5nNzOww1KKD23+z9DzNUzGbi+NPgOGI+GKC930BfDrpD568Y4GdCT53Onhs9eSx1VOqsf0wIuZN9KJOL3d8GlgBbJa0BJhBG4NtJ9hUkPRGRPwkxWdPNY+tnjy2eqr62Dot9g3ABknvAd8Ca1qdhjEzs+nTUbFHc8/ca0rKYmZmJajFXjElejB1gCnksdWTx1ZPlR5bR4unZmZWPd02Yzczy17XFbukP0r6QNI7kjZKOiZ1prJIurLYs2dMUmVX7NslaVWxD9E2SetT5ymTpA2SRooLD7Ih6URJL0vaWvxbvDl1pjJJminpb5LeLsZ3Z+pMrXRdsQObgNMjYhnwEfC7xHnK9B5wOfBK6iCdktQD3A9cAiwFrpa0NG2qUj0MrEodYgqMAr+NiNNo3rj468z+3vYAKyLiDOBMYJWk4cSZDtF1xR4RL0bEaHH4V2Cc792rn4jYGhEfps5RkrOBbRGxvbj66jGaG85lISJeAXalzlG2iPhnRLxV/PkrYCuwIG2q8kTT18VhX/FTuYXKriv2g1wPPJc6hLW0APjHAcc7yKgguoGkxcCPgdfSJimXpB5JW4ARYFNEVG58tfqijXYdbn+biHimeM0dNH9tfGQ6s3WqnbFlQi0eq9zMyFqTNAg8CdwSEf9NnadMEbEPOLNYn9so6fSIqNRaSZbFHhErD/e8pDXApcBFdbtTdqKxZWQHcOIBxwuBzxNlsSMgqY9mqT8SEU+lzjNVIuJLSZtprpVUqti77lSMpFXA7cDqiPhf6jw2rteBUySdJGkGcBXwp8SZbAKSBDwEbI2Iu1PnKZukefuvpFPzi5dXAh+kTXWorit24D5gCNgkaYukB1IHKoukX0jaAZwDPCvphdSZJqtY4L4JeIHmAtzjEfF+2lTlkfQo8CpwqqQdkm5Inakk5wLXAiuK/19bJP00dagSnQC8LOkdmpOPTRHx58SZDuE7T83MMtONM3Yzs6y52M3MMuNiNzPLjIvdzCwzLnYzs8y42M3MMuNiNzPLjIvdzCwz3wGO/d9xhzRL+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = over_sampling.SVMSMOTE().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.6 KMeansSMOTE\n",
    "先对正样本聚类，根据聚类密度对正样本做SMOTE  \n",
    "https://arxiv.org/pdf/1711.00837.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4674), (1, 4674), (2, 4674)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = over_sampling.KMeansSMOTE().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 二.欠采样\n",
    "欠采样的套路相对多一点，主要可分为以下几类：  \n",
    "（1）随机欠采样：RandomUnderSampler；  \n",
    "（2）基于聚类的欠采样：ClusterCentroids；  \n",
    "（3）基于TomekLinks欠采样：TomekLinks，OneSidedSelection；  \n",
    "（4）基于KNN的欠采样：NearMiss，NeighbourhoodCleaningRule，CondensedNearestNeighbour，AllKNN，RepeatedEditedNearestNeighbours，EditedNearestNeighbours；  \n",
    "（5）基于模型阈值的欠采样：InstanceHardnessThreshold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1 RandomUnderSampler\n",
    "随机删掉负样本点，  \n",
    "特点：容易改变负样本的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 64), (2, 64)]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.RandomUnderSampler().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 ClusterCentroids\n",
    "对负样本进行聚类，聚类中心点作为新的负样本，  \n",
    "特点：负样本分布变化不大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 64), (2, 64)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.ClusterCentroids().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3 TomekLinks\n",
    "TomekLinks规则表示这样的样本对，它们互为异类，且互为最近邻，所以TomekLinks规则描述的通常是边界点或者异常点，TomekLinks欠采样有两种方式：  \n",
    "（1）`sampling_strategy='auto'`会只移除掉多数类的点(default)；  \n",
    "（2）`sampling_strategy='all'`会同时移除掉多数类和少数类的点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 249), (2, 4654)]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.TomekLinks().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 55), (1, 249), (2, 4654)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd4FFXbh+8z2zcdCL0XQVAEqaKAYgMFK2LvfrwW7FiwN2yvvYsdFaToqyJNUBRRkSK9915CerJ95nx/bAgJuxsSstlNwrmvi4tkyplnN7u/OfOcpwgpJQqFQqGoPWjxNkChUCgU0UUJu0KhUNQylLArFApFLUMJu0KhUNQylLArFApFLUMJu0KhUNQylLArFApFLUMJu0KhUNQylLArFApFLcMcj4vWq1dPtmzZMh6XVigUihrL4sWLD0gp0490XFyEvWXLlixatCgel1YoFIoaixBiW3mOU64YhUKhqGUoYVcoFIpahhJ2hUKhqGUoYVcoFIpahhJ2hUKhqGXEJSpGoVDUHnI8bl6YN5fpG9YDMLBtOx7p259UuyPOlh27KGFXKBRHTcAwGDppPNtzcwkYBgDfr1vD4j27mXnNDZg15RSIB+pdVygUR8W/e3ZzyYSv2ZydXSzqEBT7/YUF/LplUxytO7ZRwq5QKCrMD+vWcPV3k1iZsT/sfpffz9oDB2JsleIgyhWjUCiOyMr9+3hx3lxW7t9HekICu/Pz8OqBiMc7LBZapaXF0EJFSZSwKxSKUmS5XQgEaY7g4ufqjP1cPvkb3IGgkOf5vEccw242c07rtlVqpyIyStgVCgUAm7IyuXfmNNZlBl0oHdPr89q55/H6/L/wBCLPzg9HAB8NvgibWclLvFDvvEKhwOX3c9nkb8j1eJBF21bs38ewSePREMXbjoSGoE+z5nRt1LiqTFWUA7V4qlAomLphHT5dLyXghpR4AgESrNZyjaEJwektW/HOeUOqxkhFuVEzdoVCwa68PFx+f8h2dyBA98ZN2FdYUOxjD4fVZGL8JcNq1Uxd+tcj858D32IQCeC8GpF4O0JY4m3aEVEzdoVCwYkNGuC0hAqWw2xmSPsOvHDmOdRzOjEJEfZ8Q0rm79pR1WbGDKnvQmZdDr75gB9kDhR+gsx9ON6mlQsl7AqFgtNbtKJlSipWk6l4m81kok2dupzarAUXtD+e+Tffyj29+pQ65iACEIQX/ZqILPwMpO+wrR7wzETqe+NiU0VQwq5QKDBpGhOGXsFNXU6mQUIiDRMTuaVrd8ZfMgytaJauCcGFHY4PK9+a0Di3bbvYGl2V+FcAoa4phA0Cm2NuTkVRPnaFQgFAgtXKg6f248FT+0U8pmlyCqNO688L834PLrRKEALuP+VUWqXWooQkc4cicT9sXUH6wNwiLiZVBCXsCoWiQlx3UlcGtGrNzE0bkVJyTpu2NE9JjbdZUUUk3IT0fA+ypLDbwNYPYWoSN7vKixJ2hUJRYZomp3Bz127xNiPqSD0D9B1gaoFIG4vMexoCqwAbOC9DJD0YbxPLhRJ2hUJxzCOlH5k7Cjwzgn506QXHBYi6EwkuDWuICBFB1RG1eKpQKI55ZP7r4PkZ8IHMD/7v/glZ+AFCmGqUqIMSdoVCUQZSSnI8bny6Hm9TooKUOtK/FhnYWmKbBPc4wHPY0R4o/DKW5kUN5YpRKBRhmbFhPU/N/ZVstxuTpjGs4wk80vf0sHHsNQHpnYfMGQl4QBpIUxNE2vtgag7SHeGk/JjaGC3UjF2hOEbYnZ/H/J072F9YcMRj/9m5g/tmTWd/YSF+w8ATCDBx9UqemDM7BpZGHxnYicy+HWQWSBfgAX0zMusawAiGN4bDclIszYwaasauUNQiAobBvsICUm324uJd3kCAe2ZO5betW7CazPj0AOe3a8+LZ50bsSfp2wvmh5Tq9QQC/LBuDY/0PZ1km63KX0s0kFKCdCNdE4HD3UkSZCH4/kIkP4XMugHwAgZgAmFDJD8aa5OjghJ2haIWIKVkwqoVvDRvLj5Dx5CSwcd14LkzzuKFeXP5betWvLqOt8hXPm3jepqnpHBXrz5hx9uWmxN2u1nTOOAqrBHCbhSOg4I3QeYRdE6EySRFgn4A4ewH9b5FFnwEgbVg6YRI+D+EuVXwKO8/SPd3gB9hHwK206v1gqoSdoWihjN+5XJe+nMued7SnY1+XLeWfI+H2Vs2YRx2jicQ4MvlSyMK+0kNGrKnIB9Dlq7EbkhonJQUTfPDIr1/IAvehMAOMLdDJN2PsHaNfHxgI7LwS9B3gbVPMGQx/2XgoO88wuKv1MEajMcX5raI1JdCDjHyXgLXFxzMQpWeqWDtC2kfVVtxV8KuUNRgJq5awXNz54Qtqes3dH7esiniufm+w4tcHeLuXn34bduWUqV8HWYzd/Tohd1ctWVrDfd0yH2I4igV/wJk1vVQ5xOEtUfI8dIzB5lzN+ADDPAtIDg7P0Ikj3CA/XxEGSUCZGAruD6FUpXqJfjmIt1TEM4LKvLSYoZaPFUoajBv/PNXmXXSy6JbGbXT29Wty6ShV9C3eUuSbTZap6XxzOlncVv3nkdrarmQUkL+C4QLPZT5L4c5Xg8mFuGB4ucSD2WKuuk4sHRBJD+NSB4dZkwPRsE7GBlnITOHQqT+UfmvHPH1xAs1Y1coajD7Co4c4RKJx/udUeb+49Pr88VFlx71+EeHB4yM8Lv860K36VsjhyqGw9QELf2niLullMFFVP8qggupZSAPlP+6MUYJey3g319W8ON7MyjILqTf0FM498bTsTmq/+KWovI0S05he15uhc9rmZJKh3rpVWBRZbGBsAejVQ7HlI40XAjNWbxJYuOQH/1I2CGxdK0XKWVwUbTwEzCywNQSAqs5oqgDiOpbzVIJew3n6+cm881L3+MpDH4Q1y7YyPRPf+HNP0djtVX/Fl6KynFhh+N5e8H8Cp/37BlnVoE1lUcIDZlwMxR8RGnBNoG+G7m/G9LUApHyLMLaAxFYg0SDkOVhoLhyvAStMSTcCoFVGDm/IGx9wT4IWfAOFH5OsesnkFV+Y5PuPYpXGBuUsNdgcjJyGff8d/g8hxa4vC4vO9ftZs74eZx7Q9mP2oqajW4YfL1iWYXPG3p8J05t3jL6BkUJkXA7UvqCkSjS4FBN9CK/ub4ZmXUL1PsW9G0QsXNTCd+4kQn5zxeNFUB6Z0PBmKLzIy8iR8RxFZpzaMXPixFK2GswK+etxWw1lxJ2AE+hl7++X6iEvRby65bNvPTnXLbl5lDP4aTAWw6XQREmIfh4yMX0b9mqCi2sPEJoiKT7kIkjkP61kHUVoeLrRRaMQTiGRHbdHHZ8KaQL9I1EXBgNMSoZ0t4DIw8svdBMVR/yWRkqLexCiGbAWKAhweehMVLKNys7ruLIJNVJRIb5XAoBqQ1SYm+Qokr5dMliXvxzLgEj6HbYXVCxOiYOswVHmIbV1RUhrCBdSGEL03/UAM+PSK1hkbC7Ce+OKYvyiLoNTM0Rqa8jLMdVcPyiq0gJ3tlI92SQOsJxEdgHIUTV1dyJxow9ANwvpfxXCJEELBZCzJJSro7C2IoyOOG0DpitoR8OKaH3+bFrgiClZN+2DOwJNlLTa8YNZemclYx9ehK7N+6hTZeWXP/05RzXrU28zQqLlJKRs2bw/drV5Z1fhkWXRkiZgFggjWwIbACtEcLcLHS/fxUEtoD5uFDxNLcN1kYPiwGuD4p+Pvg9sBJ02UShGqVoAGkfIoQZzC2PehiZ9xh4fiqO3pH+heCZBqnvVlmCU6WFXUq5B9hT9HO+EGIN0ARQwl7FaJqGxRo6AxNCMOur3znlgu5VbsPSOSt5+YZ3yDuQj2EYdDylPY+Mu5s6DatvxMC8//3Di9e+hdcVnAVm7clm2W+reHn2k3TsfXSzssoipWTxnt38tnULiVYrQ9p3oElSMgCzN29i5qYNlRJ1AJ+uk+fx8NK8uTROTuaC4zqQYrdX3vgISCmR+S+B62sQVpA+pLUbIvUdhJaINAqQ2TcHU/jRQOrB/WnvI0TQLmGqh3RcBO7/Eb4kwEGKhFwkga0feGeA9BD0v1d0Jl+ElgpZw5DCAghk0qNozoqFf0r/OnBPoVRcvnSD7y/wLwRr1eQFRDVBSQjREugK/BPNcRXhyT2QR35W6OO4lJJlc1ZV+fX3bN7HY0NeJGNHJl63D783wMp5a3jgrGeCj58xxuv28v0707m33+M8NuQFFkxfEnKMlJL37/28WNSD28Dr8jHmgbGxNLeUTffOnMb133/L+4v+4fX5f3L22M+YviEYt/3t2lWlMkAPJ6WcdVscZjMP//ozH/67kBfm/U7fzz9i1f59UXkN4ZDuyeAaD3iLyt96wbeoKKEIZN6zwXhx6S7ykXuC+/PfKD2Q1oDyz8A94LwKHDcU/R5O1I/kAjGDaAb6ZoKNNwpBFkDeExieCla39P0V3gbpQnrnVmysChA1YRdCJALfAvdIKfPC7B8uhFgkhFiUkREhAUFRIewJkWdbSXUSq/z6P74/E91f+tFeDxhkbD/Amvnrq/z6JfF5/dzb93E+fvgrVs5byz9T/+XZYa/y6WPjSh3ncXnJ3B0+pG3jki2xMDWEX7dsZvaWTbgDfiQEy+TqAUbOmsGW7Owj3iTv7NGbxCP4zk1C4NWN4huEJxCgwOfj7hlTq+4mXPgpoTHmPvDOwvDvBM+PhFsUxfUFRtYdGIVfY/jXQeEYyj/rlsGbhetDIvvQBZhOAA6/Idoh5R2oNx3kfkKfEPyQMwLDPauctgAihfCOESuIqmsAHhVhF0JYCIr611LK78IdI6UcI6XsLqXsnp5eHRMjqi8HdmXy5TOTeOm6t5n+yS94XEGfo91po++lvbEcFq9uc9oYet/gKrdr98a9BPyhMykhBBk7yx8P7Mp3kxfmyaMi/D7hL3as211qJu4p9DL51Z84UELIbQ4rVoc17Bh1GlbdF60svl+3JuyM3B0IcOaXnzJn6xa0Mnyxby74u8yyAg6zGafFgt8I/Vvtys+v8CJseZDSA0Z2hL0GZA4i8ixcB98syH8Jsq6h3JErFB2a/xRl3wjMkPoMOC6ntAQGIHckeH8HEelGaUDu/UijnBm/9nMiRGNqwYieKqLSwi6C3v9PgDVSytcqb5KiJKv/XsdNx9/D+Be+Y/ZXc3nvns8YfuJ9xUJ4zwfD6TLgBKx2CwkpTqx2C4OHn8X5w8+uctu6nNEJmzNUJAP+AMd1b33E8zP3ZPPg2c9wafpNXN54OMNPuv+oZ83zpy4uTtIqicVqZtW8tcW/a5rGRXcOCrHb5rRx5ahLjuralcWslb2AFjCMkCqLJcn3+dAj7E93Opkw9ArqORMinC0xi+h5ZKX0YuQ+gtzXHWT40r9ByhOm6QGZy6E49vLgKt+4Ig20RErPpgPBfQXvgSzjmsIE5XSjCC0RkfZRcOYuEkAkgkhEpL2FMDUo1xhHQzSiYk4FrgVWCCGWFm17REo5LQpjH9NIKXnxurdxFxxaePEUesnYlcXXz33Lba/dgCPRwfNTH2Hftgz2bz9Ai45NSa4bmxjbc28cwOTXfiJrbw4BX/CLYHPa6HdZbxq1KvtDaxgG9/V/gn1b96MHgrOrLSu2c//pT/LFxrcrHF2T1iAFzaRh6KEztaTD3o/rn74cn8vHTx/OQmgCIQRXPXoJA28aUKFrVhYpJX9s38aKfVXn57abzDRNTmZYxxN485+/8eiHBEsArdPq0CAxem47mfsweGZzVEk/ETnKxc+ImBC+uUjPDMLb6QHn1eD6nMhPFeW3SVh7QP2/wL+kuEywEOGfGqOFiMciV/fu3eWiRYtift2axoFdmVzf7s6QBCSA9KZ1Gbf9gzBnBQVj7YKNbF25nSbtGnFi3+OrLKzqYPbrvO8W4Eyyc+EdAzn/P2ejRejMc5B/Zy/nqUv/izu/dBU/q8PKdU9dxuUPXFQhO7as3M6dvUbhdR/6ogoBaQ3TGLf9fUxh+nR6XF6y9+VQt3GduJRfeGjWTL5du6rM2XhlMQtBr6bN+HjIxdwy5X8s2bsHv65jNZmwm81MGHoFrdPqROVa0shC7u9L2dErlaFEiYDKknAXeH+FwMowO61gvxgC6yCwLMz1bIj68xBa7EN7hRCLpZRHDHdTmafVGIvNEnFhK5Kf2F3oYdTA59i0dCtSgqYJGrauzyu/PkVynejP5FPTU7j99Ru5/fUbK3Te3q0ZSD30tfncPnau21Pucfw+Pz++O4MZn80hsU4igYzcoEhLSK6XxOipj4QVdQiuURzpyaKqePHPuUxaE05UoktAShbt3kWu18PYi4by797dLN27l4YJiZzVug02c/QkQLqnUnWiDlER9IMIEAnXIPOePqw6pAD84JlUdL2DExSDoFxqkPxMXES9Iihhr8ak1EumfY+2rP57fSkXg81pZfB/wvvQP310POsXbcbvPfQF27F2N2/f8TGPjq8+RYvandwKGeaLak+w0alP+3KNIaXkscEvsuqvtcWLplaHlQYt0hn56e0c161Ntexwsykrk0+XLI7Z9cyaiSy3m/oJiXRr1IRujZpEdXwpfeCZDvmvRnXcKkXfAwl3gO9fcP9AUAolh3z0Bz+bOmAD+yAwt0HYz0eYm8bD4gqhGm1Ucx4Zdw8NWqTjSLJjT7Bhc1jpMbArF991XtjjZ33xWylRBwj4Asz77h90PQrZeFGi3cmtOeG047GVePIwW0yk1Evm9CtOLdcYK+etZfXf60pFwvjcPvZuzSDvQH61FHWA6RvXF5cFiAWa4KjcLdLIQQa2I2Xkz4008pEHLkDmPUn5Fi5jTYRQQ1MzhBBoKc8h6k1DpDwLziuBcCHEPtBS0BL/UyNEHdSMvdqT3rQun69/i2W/rSJjRybHdW9Dy06hadkHCRd+CGDoEmnII+dmhMHn8ZF7IJ/U+slhM12Plmd+eIiJL3/PtI9/we/1c9olvbjhmSuwO8uXcLP67/X4vaHRC54CD6v/Xk+PgZF7ZMaCpXv38MWyf8lwuTirVRuGdToRp8XCgl07o3YNi6bhL+Mm4TCbebzfGVgjuKPCIY18ZO4D4P2D4NzPjkx5Fs0x8NAx0iBYiOtD0HcS3cXSaKERPqLGBFLHyL4TzK0QzisRjsFAoKgEcJhxRNVl6FYFSthrAJqm0XXAieU6tud5XfnzfwtKuW6EEHQ6tT1mS8X+3IZh8Nlj4/nfW9MBiclk4qrHLmXYyAuiMhu22ixc8/hlXPP4ZUd1fp1GqVjsFvSC0jczu9NGnUbxLWkwfuXyUr1IF+/exedL/+WcNm2Zt2N71K4TLr7drGnUT0igY7363HJyd3o2qdgsU+aMAN8/HIr88ELu3Rja5whrT2TBW+AaW5SyL4l+1Eq0ONwuW1FzDG9R0pMbvBakayykfQa2AcCTYcaxIOzVs7dpJJQrppZx22s3kFIvqXjWa3NYSUh1cu+Y/1R4rHGjv+V/b03H6/Lidflw5bv58ulJzPj01zLP27VxD49d8CKDE69maP2b+Ozx8fh90V9UO+2SXpgtoTNRzaxxRjndOVWBy+/n2d9/LZU05NV1tufl8nEUfeutU9M4q3UbHCUWQK2aiWbJKfxy7U2MGXJRxUU9sBN8CwkVRQnZtyOzb4fCz4pKAOhhjitJderi5YDEO8HeD2QehzJi/cH0/py7EVoyIvUNwF4Uc+4ErJB0P8LSLn6mHwUq3LEW4sp3M+vL39mwaBMtOjXj3BvPqHBEjJSSi+vcQGFuqN80vVldxm0LH2qZvS+HmzreQ2GOqziix+aw0n1gF5769oGKv5gjsGXFNp657FUydmSCgLQGqTw+8b64Vmr8Z+cOrv/hW3xVsKahAQ6LBYvJxIRLr6B1Whpfr1jG1yuW4QkEOL/dcdzavSfJtqNzHUjfYmTW1VR6Fi6SwHEruP5buXEqTCJQSGgEjYZIvBvp+hKMCL1K60xAs3ZFGvngnQPSD7Z+CFP1yZRX4Y7HMM4kBxfePvDIB5aB3xfAlR++l2TGjky2rtoR1tf/w3sz8bl9pcI0vW4fC6cvYdfGPTRp26hSdh1OqxNb8OmaN9m7ZT+GYdC4TcO4L5om22z4q2ihumFSEg/26cs5bdpiNwfXO647qSvXnVT59QQpA0h9F1Fxrcj8OIg64LwM3BOCjTRKIuxg7RasNBkJ9w9g7YrQksBRs1wvh6NcMYqwWKxm6jerF3H/C1eH76WybsHGsAlVFquZbauit2hYEiEEjVo3oEnbRnEXdYAO9dKrzI59BQWc0rR5sahHCym9yKwrIe+JqI4bWzRIGAHmTpSWNgGmtmDpAdZTIp9u7K9qA2OGEvZqjh7Q+Wfav0x5fybrFm2K2XWFENz62vUR20nuWLeL7P25Idtbndg8bPOPgF+nSbuG0TazWiKE4JSmzatkbF1KPlgU/arYsvBr8K8LnenWGAQk3BVsWRfSmEMGG30Ye4J+9rAfajtY+8TAztighL0as397Bte1HcHoK9/gw5FjGXnGk4wa+FyVLESG47SLe5FWP0KGXVFW6+FcNGJgSEikxWahQ+92tOgYOUyzNuH2+1i0u2qeTgCmbayCksiew5pB1BhMgBUS/oNIvA3pXx0U8RB3UgDp+hrN3Bwcl1F6YdcCpnoIx8Uxs7qqUcJejXn+6jc5sCsLd74br9uHp9DL8j/WMPnVKcXH+H1+5nzzJ2/c+iHjnv+uVIna8qIHdKaOmcWdvUcxotcoprw/k0BRnfXz/3M2VntpoRaaoHWXlqTUSw4Zq37zdF6Z8xTHdW+DpgksNgsDrjqNZ394qMJ21TQ8AT+zNm1kxPSf8FZhMtgBV8Vn1VL6MPLfxth/Gsa+7hg592P4ViJlAMMogMDW6BtapZgg8UFE3cmI+vPRku4Lur/0HcHqiyH4IbARAJH8DCL5KTAfD6bmkHA9ou53CC1SBcyah4qKqabkZeZzeZPhxVUTS5LerC53vz8cR5Kdd0Z8wt4t+3EXeLDYLJjMGs9Pe5QT+x5frutIKXn8wpdY+utKvEV13m3OYFr/izMfw+fx8dA5z7Jp2Tb8Hj9WuwWb08Yb85494kKo3+dHM2kRa7Ucjs/jIy+rgLQGKeU+p7qwYNdObiyKhIlUQjda1HU4WPh/t1foHCP7P+D9m9BZeRLBJJ7wC+XVFxvUn49WQoyldCMLv4GC/xKamGSDxNvREm+LqZXRRkXF1HD0gB5xAS5jRyaPDX4hZLvf68fvhUcHv8Bbf4+mZTlcH6v/Xs+yOYdEHcDr8ga3/7aKLmecwOtzn2X576tZv2gT6c3q0ueinuWqhljSJRPwB1jyywpceW5OOqNTqbK8ekBnzANjmTpmNpJgeOQtL17NebecdcRrVAc8AT83/vBtmc0uooXdZOL/Tu5RoXOkf0MEUQeIfpON2KBD9o3IOl8hhBXpX4nMup6gC+bwpyUNhBPhvCIOdsYHJezVlLQGqTRq3YDtayruq3Xnu7m920P855VrufCOQWGP2bctg/ysApb8ujKktgyAp9DDirlr6HLGCQghOOn0Tpx0eqcjXnv1/PVM/3g27nwPfYeewmmX9GTT0q2MGvgcAb+OlKD7A1z/zBUMGxkMKfvowS+Z+tHs4pK7PreP9+75nJR6yZx6UdU0+40G6zIP8NY/f7Fg166oi7pFCMwmE32bt+D3bVuxmEz4dZ0rTzyJW04OnbBJz6/I/JdB3xbsEZp4F5qzqHFIYE3QPRH7h/MqJAD+pcjMy5F1JkH2rUV9VQ/HDrYBiOQHEFr1bbAebZSwV2Me/vJORg54ioAvEDaEsCz8Xj9jHviSvpf2pk7DQx/o7H05PH3pK2z4dzNmq5mAL4Bm0oqbXRzE5rSSWj/Uh14WE/77A18+PRGf24+Ukn+m/cu0j2azcckW8jJLtxIb+9QEOvVpT7uTW/HTh7NK1VGH4FPDl89MqrbCvnzfXq78dgJeXY9qPfUUq40Cvw+haWhC8O/ePYy/9HKsJhNNk1NIDtO4Wnp/Q+bcQ/GM3NgNeU9jSB/COQxpZIWJFKklBFZDwdvBZtPhsJyElvZG+H21GLV4GiX8Pj8/vjeTEb1HcfepjzLjszmVrqbY7uTWjN34Djc8ewXte1Q8k1IzaSyYtqTUtseGvMjaolhzV54bn8cftpCWZtLKXWURgjeMsU9OwOs6lJzkKfSyYt6a4h6tJfG5/Uz7aDb52YURa85n7IiQIVgNeGHe77gDgag3ySjwB9vc+XSdQr+fTJeLe2dO4/h66WFFHUDmv0aom8UN+a8hMy+G/DeoWHu5moQE73QixuXW2tddNmrGHgUMw2DUwNGsXbCx2Fe9efk2Fkz7lycm3V+psVPqJXPZ/RfQ5qSWPH7hS/jc5a+iJ4TAbD30J96+dhfbVu9AD4TecGwOK8IkEAicyQ6emHQ/SWnlb5m25NeVmCwmOOzJwu/xB7cfhpQSV56L1PrJ2BNsYZ9I4lkW4Egs37e3SsY9fOFVAhmuQtZnZdK+bmjCmJQBCEQKf8yBQFl9R2sLEmQEKRMVe+qsLShhjwKLZy1n3aJNpRYgPYVeFkxfwrpFm2jfvfIC1WXACbTt2pI18zcEy+8WITRBmy4t2bJ8e4hgG7pB78Hdin/P3peD2WLGG6bEaqvOzbn3w1uRUtLqxOZHbG2nB3TyswtISkvEZDbhTHIgwsyahKCUvQexJ9joO/QUTCYTt7x4De/e/Wmpuuo2p42bnr+qTBuqgkKfjxmbNrC/sIBujZrQo3EThBBszs7ixT/nMn/nDnwBHZ8Ru9r2GgK3P7wrTromUsuc5xXECvbzQasD+c+F7vb9hQzsQJiPjRyKgyhhjwLLf1uFpyA04kAP6KyYu7rcwm4YBqv/WkfW3hyO730c6U3rFu/TNI2XZz3BpFd+5Id3ZxbNdlO4YtQlnHfzAF4b/gE/f/EbyOBM3WQxMerru0lMPRQO1rZLy7BuF4vdQo+BXWnducURbVz551peuPpN9m8PukmsdgvXPjWMi+86D80UejOw2q1cfNd5/O/tafg9fgxDYk+w075HG/pfFkzvHnTzmaTUS+bLZyaRseMA7U5uzU3PX0W7k1uX632LFqsz9nPltxPRpYE3EMBmNnNlCtyNAAAgAElEQVRyw8Y81f8MBo0bW2bd86pE0wSd0uuH3+n+hmNH2DWCUS8H/3eAqSEi4WZk4YcE3TFh3gvvb2C+NoZ2xh8l7FEgrWEqVrslxJ1gsZpJjZS5eRj7tmXwwJlPk7M/F6EJ/N4Ag/9zNre9fkNx2KPNYQtbv/zX8fOYM35e8WdaSolm0kJ81wkpCVzzxFDGPfdtsd/bYjWTXDeJi+4MHz1TknULN/LAgKdKNfPwefx8/vg3OJMcPD/9UR49bzR6US34gC/A8P9eywW3D6TfZacw7ePZ5GcV0vfS3px2cU9M5kMumj4X9qDPhRUL44smUkrumDaFfN+hpy6X38+i3Tu5ZOL4mIm6AOxmcAfALHTMmsF/T8nEJDwYBePA9QUYecFO90mjQB5DPmStMaS+Bd5ZoO9CWPuA4zyEsCOxE8xCPez9EDWvSUY0UAlKUSAnI5drW4/AU1h61p6Q4mT8zg9xJBz5g3XryQ+wZfk2jBJuC3uCjfs+uq3M2uK/TfiT0Ve9EXai0rhtQ75Y/3bI9vk/LWbya1PIzcij1+CTuez+C8JmkR7OwwOfY/HPy8LuS2uYysTdH+H3+Vk6ZxWeQi9dzuhUIT99PNmSk83gcWNjEoseCbOm8Xo/E373DObubUZ9eyHDWq+lZVJ+UNSMfZQWLkEwNb4mlgIoiYCkJ4KNOwpeo8yG2KY2iOSHELbTS22WgW3IA0MIfS/siPpzEVpqlG2ODypBKYakpqcweuoonrv8NTyFXiSQXCeRp757oFyivmfzPnau211K1CHop//+nekRhX3nhj28ctN7EZ/E92zeV/yzlJKlc1aydeUOmrRrxEuzHg+b3VmY5+LfWctBCLqf0xlHoqN43+ZlWyO+hux9wUU6i9VCj3O7RDyuulKQVYDzjz3YCny42yXjbZEYXCCIETaTidEDzmJQ2jAgwAUtNpY+wNgV5ixJzRd1AAn2IQhjJ9L4P3C9F/lQfRMy+y5Iexdh61u8WZhbIJMfh7xnAFPR4o6OSH2j1oh6RVDCHiU69+vIN7vGsHnZNkxmjZYnNC936VZXvjusfxrAlRe5LsjMz+dE7HEKULeoPVxhnouRA55i1/o9BPw6mkmQkOxk9LRHaNulVfHxcyf/zcs3vFPsItEDBqO+uqs4lrxx24Zk7wut6AjQpF3jsl9kNWbZb6t4bMgLpPj94DeQFo39l7ei8OR6MRN3m9nMea1MkFN9Go7HlANnIfGDNAALZc7a8SDzXy0l7ACa8zKk/cyiXq1msPVHaDXjiTHaqDj2KKJpGm27tqLViS0qVI+7ZadmmMyhfwqL3UK/oZHrR+dn5ocNXYRgHHrLE5rxxZMTePayV9m6cjvuAg9+rx+vy0fW3hxu6/Yg79z1CVJKDuzK5KXr3wm2wMtz48pz43V5ef7qN4tn49c9OQyLLXQuoJk0bn/9hnK/3uqEHtB5ctirFJgl6BIhQfMZmPNiU0Ez0WKljsPBFxcNxWZ2EjkeuzYjQOYUtdtzU7aoF6FvDT+SVgfhuBDhOP+YFXVQM/a4I6Vk8mtTwmR+2khvWodL7j4v4rm9zu/GL+PmhY3IEZpg0cxlLJoZ3icevDhM/Wg2HXq2IzcjDyKst8ydPJ8L7xjIyWd1ZtRXd/PW7R+Rk5EHQN3GaYz89A66n3NSOV5t9UFKydT16xg951f2PdIRDIkwJCm/7aHO9J0krMoh9/Todns6SIrVQ8fUAxQEUnn4tAF0S1uIWXyFdEnASu1wr5QXjeDNrIJPKqZjK3yxoihhjzNfPjOJif/9sVQMvGbSGHTLmdz8/FXFTanD0fO8rhzfux1r/l6PpzB4vqYJDCnRy3DRlCTgDfD9O9M5ZUj3sG4dPaAXjw0EI1ou6YXX7cNqtxwx3r268sScX5i4agV+aYAmQBNIILd/I4TPIOX3PeUax6YFsJp08v3ladwsuafTIm7psAyfbsKiGTjM48B9rIQrhsMOVLQMsR2ReF9VGFNrqJnfyjhTmOfi1Zvf4/yEqxlovZxHBo0utVBZXvw+P5NenVJK1CGYWLRuwcYyRR3AZDLxwrRHufv94fQY1JXTLulVtGhUMTsKc130HNQ1rJvFbDbRc1DpxVAhBHanrcaK+racHCavWRkU9cOQNhM5Zzdh67Pdw7yPpTeYhE7LpFy+O/M7TKL0WO3r1uOeXn24ofOhXqSDmm7m5vbLsJt0kq0+HOZAyJjHHj6C4l5ORDKkvIywn1FlFtUGauY3M45IKXnw7Gf4Zdwf+Nw+9IDBolnLGNF7FAU5hRUaKy+zAEMPHx+9a0P5Zowms4mzrunH81Mf4YlJ90dchC2Llp2akdYwlbOvOx17QvBmIkQw3HLQLWfS6sQjJy7VJBbu3olJRH6fpFUDuyk4ky9F6d81AWP7TyHd4aZ/w+2ljnJaLPj0ALf17EXPxk2xaTpPdp2Hw3yMLo5GxAymppQWdxvBmPTDcSLS3kNzVK5R+7GAEvYKsvrv9WxfvatUBqc0JF6XN5j5WQFS6iVhDlNHBaBFx6YVtk0IwWkX90QLsxBbFotnLeO6tiOwWE08/b8HOef60znnhjN4bsoobn/jxgrbUd2p43BGpdm0VdPZ607EpgVonXyoJosEluzdw8dLFjPwqy94tHcK/1zwBXXtx5LvvJxodaHuZEi8G8wdwXIyJD8H5u6UFns7WLsEG1IrjojysVeQ7Wt2hq1G6HX52Lh0S4XGMlvMXPXopXz59KRS7hibw8qNz115VPbd8dZNbPh3Cxk7DpTKhLU5rFgdVnxePz53UQXGopfhzg8KzvRPfuX43u154LM7juraNYW+zVtgN5sp9EcoqFZO0delIMHsx2uY2ZgXWuu7vj2b/g130lZ7F5s5NlE2NY1gnLkTEm8O/itCOgYhXePB/S0gwHEpwnlFVG7IxwK1TtgNw+C7N6by3RtTKcgp5MR+xzP85Wuj1ki5+fFNw37vbU5rqZjwLSu3s+bv9dRplEb3c0/CbAn/Vg8beQEJKU7GPfct2ftyaNGpGcP/e125W9sdTmp6Cp+sfp2F05ey/PdVbF8bTGzpMagr51zXH6vDyrZVOxnRexT+w0ogeAq9fP/2tDIzXWsDFpOJ8ZcO45Yp/2NHbu5Rebk1DJon5NHYWcD2wmTm7i39+Rp54j/ccNwKBBKriE+NmWqP/SqENXw0lRBWRML1kHB9jI2qHdQ6YX97xCfMGvt78Qx44fQlrPxjLWOWv0qDFumVHr/jKcfRomMzNi/fWuyO0TSBzWnjnOtPR9d1nr/qTf75aTGI4AKnPdHOa78/HbZHqBCCwcPPZvDwsytt20FMJhO9B3crVdmx9DWDi6L+MPHCBbkVb5RcEzCkZPzK5Xy6ZDH5Xi8nNWiIlDJS2agykNg0nTo2N2+cMps/9jZFAj8PnMD63Dq8u+Zkkiw+rmu3ErtJ+dMjk4hIHhlvI2ottcrHnpORy8+fzynl1pASvB4fE1/5ISrXEELw0qzHOfOaftgcVkxmjW7ndOGd+S+QmJrAtI9+YcHUf/G6fcFkn3w3WXuzeeS85yM2lKhq9mzexwvXvMmwRv/H/3W+j/WLNoetkW6xWeh7ae84WFj1PPXbL4yeO4ctOdkccLv4ZetmduTlUfG5tMBrmNnjTuLRRf05pcFuzmi0nZZJeZzZeCvfnPEjt3X4F7vpGCrOVVGsA6D+vGM6gaiqqVUz9h1rd2OxhVZZ1P06a+ZviNp1EpKd3P/Rbdz/UWjH86kf/hzaMUjC7o17GX3l6zw6/t6Y+gkzdmZye/eHcOW5MAxJ9r4c3rnrE3qe15V/pv6L3xvA0A1sTht1G6Uy9N7BMbMtVmQUFjJh1YqoV2h8rMtfOM2HBNykgUML0LluRmhAjaIIGyLtLYSwxtuQWk1UhF0IMRB4k2CM0sdSyhejMW5FadiqPr4wjZk1k0aLTrHJVCurN+lfPy5i6ZyVdB1wYkxsAZjw8vd4Cj2lCox5Cr3Mn7KYV357mtlfzmX/tgy6D+zCOdf1L1X0qyLous7in5ezb1sGx3VvE5XmItFidcZ+AlVQdrdTWvjWfYlmP7q0YRK1tM/oUWODhBuVqMeASgu7EMIEvAucDewEFgohfpRSrq7s2BUlvWldepzbhUUzl5YSWIvNwrCRF8TEhjOuPI1xo78Nm8Xp9/h5+46P+WjFa6VqkVclK/5YE9YWi82C1A3ufPvmMGdVjIydmdzb93HysvIxAgYIQac+7Xl2ysNYbZZKj19ZMt2ucvvRNXSM4jR3EEg6pGaiCcmanLqYhERKScukfHSpYQ6TCi8EmCztIbARZO1cswhPWcW7TJA4HJFQuyOuqgvR8LH3BDZKKTdLKX3AN8CFURj3qHhk3N2cdV1/rHYLJrNG0+Ma8dyUh2l1QvOYXH/ofYOp0yg09O0guzbuZezTkyo05r5tGfw7ezn7j6K5c+M2DcNG8fi9ftKbhfbQPBpevPYtMnZm4s73FK0teFn151om/jc66xrlxafrrD2QwfJ9e/GVaCSeZLWhlcP9ZUbnnCZbi9OQOqVl8Mfgr/nmjB/55owfWHPpR6y69GPWDP2EH86ejLWsxVH/+mOrCQZA6keElxQL1J2GlngnoozEMEX0qHSjDSHEUGCglPKWot+vBXpJKUdEOicWjTb0gI7P6y9XPfRok5uZzxVNhhPwhf9iO5Md/JAz9ojj+Lx+nr/yDRbOWBJcO/D6OfWinjz0xYiI4ZOHs3bBBkae8RTeEk2wLTYLXc88gdE/PVK+F1QGBTmFXNbwlrCvtX7zeny99f1KXyMSUkrmbtvKxNUrWLR7NxmuYOavADQh6NWkGY+c1p+GSYn0+XRMKbEPR7OEHLK9DgoCNhwmP38O+Ypka/mbhx/TiHS0Bn9ieOdBzkiQWcHtWmNE6psRwxoVFSOWjTbCTYVC7hZCiOHAcIDmzat+9mwym3DEyN1xOCl1k3hy8kgevyD8UoMrz41hGEestfLxw1+xcOYSfB5/sWvp7x8WMvapidw0unyNnjv0bMfDX93FW3d8TGFOIVJCn4t6cP9Ht1bsRUUg4I88Kw34ArgL3Pw+aT4Z2w/Qvmdbup3TOWyDj4oipeS+n6cza9NGXIHSj/8S0KXkr53bGfzNlwCk2mxIKctcQN3rTsJUFCdzTpMtaOJYr+NSAdI+AUCznQYN5iOlAQSUPz1OREPYdwIlVyabArsPP0hKOQYYA8EZexSuW63pPbgb7bq1ZsPizSH7Wp/U4oiiLqVk+se/4HOXFi2v28eUD34uU9illGxfuwuT2USTtg057eJe9LmwB5m7s0lIceJMOroF0nCkpqfQtF0jtq7aUWq72Wqmy4ATuLrl7UUC78GRaKdZhya8MuepSj9JLdy9i583bcQdKF9GZ47Xi/kI7hi/oXFcahbrcutQ1+7Boqk49HJhPhHN2qHUpqDLRYl6vIiGw2sh0E4I0UoEb89XAD9GYdwaz53v3ILNaUMrin0TRYlMd7x50xHPlVLidYV3A7jD1F8/yMo/13JVi1sZ0fNhbu06khs73M2WldvRNI30pnWjKuoHeWjsnTiTHVgdwS+yPdFO/WZ12bR0KwXZBcX2ugs8bF25nQkvV973PmPj+nKL+kEC5XA7Os0+0u1ulmamo0vlDy4bASIBkfpSvA1RHEZUmlkLIc4D3iAY7viplHJ0WcfXtmbWZbF11Q6+Hv0tm5ZupXXn5lw56hLanNSyXOeO6DWKdQs3hmzv3L8jr855OmR7TkYu17UZUUr4hYCkOomM2/4BNkd5aoYfHbkH8vj5i9/YvXEvHfu0p3O/jtzY4W78YcJPG7RI56stZfS1LIPVGft5cPYM1mRkVEnB23Sbhznnf8X0na05MW0/bZJzY9n6tAYhCH7dTZDwf4jEO1UdlxgQ02bWUsppwLRojFXbaNmpGY+Ou+eozr3z3VsYOeAp/B4/ekDHbDFhsVsizvh/+fqPkFZ5UoLfF+DvHxdx+uVVVwMmpV4yl91/KKQ02E4vgvQe5fc/w1XIFZMnUBCpeFcUSLR4sJt1Lm4ZvYS22okEAsF/hZ8gtfqIhCvibZSiiFqVeVrbaN+9DWOWvsLk16ewaelWjuvWhkvvHRyx5s2BXVlhE6QCPp2svTlhzqg60hqk0vz4pmxetrVUxz2r3co5159e4fHcfj8PzJoRuSJjJWmekEvrpBzOblqxCp0KADe4xoAS9mqDEvZqTqPWDbjz7VvKdWznfh2Z+uGsEB+8ZtLodGqHCGdVHY+Mu4d7+z2O3+PH6/JiddpodUIzhj1QsTQHv64zbPI3rDkQbfeLxGn288GpMzm57j4kqMJdR4uRGW8LFCVQwl6DWfXXOia8/D17N+/npNM7cen9g2nRqRlblm8rjlu3OW10O7tzzFL8927dzw/vzmD76p10OrU97y16mRVzV7N/+wE69GxLlwEnVLil3sxNG9iSk41RyfWgZKvgyVOSyXIdIEUspnf6JtJsbqyazlE0nlKUxBy7MhmKI6OEvYby24Q/eeXm94ojZ3as28Xsr+fy1l+j+XvKYmZ/+Ttmi4lBt5zFebecGRObVs9fz0PnPEvAGyDgD7B0zkq+fWMq7y18qVIlk//Yvg2Xv3KNKvo33ME7p/6Cw2Si4s2TjxGsZ4K+DvQDgIegPFgACaJIKqQv+Htx6QANsCGSH469vYqIKGGvgei6ztt3flIqHDLg13HluRn/wv948PMRMauNU5LXbnkfTwk3kM/jJ+AL8PHDX/Ho+HuPetyGiYlYNBN+4+jcJI2debzTZyYO5WYpg0Swnwf2NxDen5H+VQhzK7CfD8IE3r8BCdZTILAGWfAeBLaApRMicQTC0j7eL0BRAiXsNZD92w+EjXE3dIMlv6yIg0VQmOdi5/rQBtyGIVk0c1mlxh7W8UQ++ncR/goWaEw0+xjd/XfObboFk8oijcDBViMFkP8YBNYgkh9EOIaUPsw+4NDP1m6IOp/E0khFBVGexRLs33GA1X+vozC3MN6mlElSWiJGhLonqQ1SYmxNEIvVjIhQhNyeULn4+SbJyXxw/oWk2e3YzeWfi3xw2gzOarIVsyZVLHpEStzwpBtcY5F6RvzMUUQFJeyAK9/NI+eN5sb2dzFq0GiGNfo/Pnvim7h1PDoSiakJ9DqvGxZbaZGzJ9i4vIIRJ9HCarfS58IeWKylbbI5rAy5/dwyz91fWMDYZUv4ZMlituRkhz2mc4MG3NP7VBomlK/rTqukHE6qsx+bSfUbrRDCCv74PPUpoodyxQCv3vweS+esxO8NFMeBf/f6TzQ7rjFnXdMvztaF54HP72D0la+z5NeVWKxmdL/O5Q9dRP9hfSo99salW5j52RzcBR76XtKLHoO6liuS5d4P/0PGjkw2L9+GyawR8AXoPaR7mTebH9et4aHZPyNE0G3zyl9/cGu3ntzd+9Dr+HvHdm6Z8j2GNPAWPanYTX4GNt1Cs4Q8/tjbjKVZ9SmZ+dTUmY/fMOEIUy9dURYGmKJTzlkRP6JSUqCiVKeSAoV5Li5rcHNxY+qStDqxOWOWvRoHq8rPgV2ZZO7OplmHJlGpA/O/t6fxycNf4/f6MQyJPSEYLvnE5JHlDlPcvHwbezbvo3XnFjRq3SDicdluN30+/bBYrA9iN5uZOPQKTqjfAL+u0/Pj98n1HupG1Dwhl4ln/oDd5CfBHKAwYGG3K5Fhv15IgT/o9qlvL+TX88eruPQKYQJTS0S9aao8QDWlvCUFjnlXTGGuK6Jg5WbkxdiailOvSV3a92gbFVHP3p/Lxw99hdftK26l5yn0snj2ChZOX1LucVp3bsGpF/UsU9QBftmyCT3MxMIXCDBl3VoAluzdg26UPubFnr+RZvWQaAkgBCRa/LRIzOWeTocmC/s9CUzZ1hajenrTos7Rzc8E4ACRANjA3AlR5zMl6rWAY17Y6zWpgzM5VBQ1TdD1rM5xsCh+LJm9HJMltFa6p8DD3Mnzo369pXv3hO1FagBGiUU9WeJnp9lP17r7MWmllcxmMrigxQasWgCz0LFpftLtBcdMU+mj0mJTc6i/AFFnPCJ9Blq9yQhTw6jbpog9x7yPXdM07nrv/3jxmrfweXxICWaLCXuineufHhZv82KKzWkLO1vTNFHpyJZwLN0XGh55kFObBZuxdG3YqFTGaVkz0xSLl4kDvqd1ci52U+CYEfWjw4moOxGh2UCLfbkJRdVyzM/YAU67uBevzHmKUy/uRZsuLRl86zmMWfYqjVqV7UqobXQ/N3z7MovNwrk3nhH16xV4wxf0MgtB85RUALLcbuqXiIRx6xYWH2hAwAhVbZMGJ9TJxGk+tkW9fG4ZA6FF7s2rqNkc8zP2g3To2Y4nJ4+Mtxlxxeaw8eyPD/P4kGBLPyklekDnhmev4Lhu0a81079lK8avXB7ijkm02Wiekkqe18sF33xFptsFSFokBtc8HlpwOpPO/J4Esx/HMS7iYSnP+2FRs/TajBJ2RSk69+vIxL0fsXDGUjyFXrqd3Zm0BqlVcq0RPXozfeN68rzeUo2mO9Spx868XOZs3UyBz0vH1P28fcos6trdCCTugJk8n5W6NrcS9RBMCOuF4J8F6CC9BJOQSt487Yikh+JjniImHPPhjor4sic/j3O/+oICvw+rFkCXGroUCASJVivIfOae/zVJ1kNFwKQ8ysXCWocFqAdkEpymG+C4CJH8LKCDvh20NPCvRxa8DfpWMHdAJN2DsKhqjDWRmHZQUiiOlj93bEdKg9uOX8zn6zvjM4LLPh1SDrDbncj5zTeGRMAoUT+ICeq8hUAHYx+YT0SYmxbt08Bc5D6z9UbYesfNSkXsUcKuiCvL9+3l2rYL0ZDoUqAJgzd6/4LP0HhiUV/S7S4cptDkseqMlKAHwGyJwcX0XQjHeTG4kKImoaJiFHFhS042d0ybwrdrVnNL+2Xs9yTgM8xc0nI9pzfazprsuvgME/0b7oy3qUeFKSZTJg/kjUYGtsbiYooahBJ2RczZlZ/HRd98xcxNG3AHfKRYvfRM34PT5OfyVmtwmgM0T8zn+nbL6ZCaGeJ6qaa12YoRIobuInkAmT282hasU8QH5YpRxJwxixfiDgQwpOSsxluRwEUtNjCw6WZ0GZxrDGm+EU0YWMNUZ1Q+9pLIoH89sB5UswtFEUrYFTFn0e5dBAwDh8nP231mFYcsOsw6UupICclWX7WfmVeEqo3kMYEsqKrBFTUQJeyKKkFKCb7fke6pICwIx8UIaw8AWqWmsfZABoOabsIsIke81JaZefRuUAfr+BxesVKC5YRoXURRC1DCrog6Ukpk7kjw/gLSBQikewrS1BxkAS+enIrhacnlrVfH29SYUPkblAWEBUytQXpA3wW4CQq9BZKfRYjo1/JR1FyUsCuij38ReGcHW60BwcxHL+gbAHCyh9d6b8AsArVmVl51OCDxHoSlI1h7Aj5w/4j0/gpafYTzSoQqD6A4DCXsiqgjPb8GZ5ZlYNUCtcqHXnlMBIPU/CW2OSDxLrTEG0tss4HzMoTzstiap6hRqHBHRfQRCRzyB5dxmJqtH0LYIfE+0BoBAkQqJN2DSLgp3pYpaiBqxq6oFPleL39s34aUkr4tWpBssyMcFyALPwRqVsZoXJF+hPMSROLNSOkHzKqTkeKoUcKuiIiUPvD+gvSvR5hbgv1chLAX7/950wbumTkNk9AAiW4YvHTWuQxpfzwy+TnIeyButtcsTGA/q7g+uhCxqEWgqM0oYVeERRpZyMxhYGSCLEQKJ+S/DHUnIUyNOeBycc/MaXgCpWflD87+kZMTv6SRZU6cLK+BaI0QKS/G2wpFLUL52BVhkfkvgb4bZGHRBhcYmcjcxwCYvnE9SH/oeRKmblwfvCEoyoEDkfxQqSchhaKyqBm7Ijyenwn1kRvg+xsp/bh9BejSoInTxZ2dFtG7/m72u51M3NyBi1usj4fFNQA7wbrpB8NAHcHEItuZcbRJURtRwq4IQUpv2Nn4IQSDmq7l7IETaJ6QH9wioGlCAV3q7i9XZ7bajQ1s54DvV4obYIgURNqY4FOP6xuQhQjH+WAfghDqa6iILuoTpSiFlG5k5uWEpq0DmMB6GtK3gCa8AYmhzaiP3VZ1FhC24A3RfjYi5SXAAP+yYCij+YTiKBdh6xNfUxW1nkoJuxDiv8AQwAdsAm6UUuZEwzBFfJCuSRDYSnhht4Dvb/D9HmOrqjMWcFwMjusQxi4wtyvRxQgoqo+jUMSSys7YZwGjpJQBIcRLwChAdcmtyXhmAJGyRsvOJj12sAfFXKuDsA8o0T/0uLhapVAcpFLCLqX8ucSv84GhlTNHEXe01HhbUAMQCMsJKq1fUW2JZrjjTcD0SDuFEMOFEIuEEIsyMjKieFlFNBHOqwlGbyjKxKxm54rqyxGFXQgxWwixMsy/C0sc8yjB2LivI40jpRwjpewupeyenp4eHesVUUUa+cjCTyhdiEqlOpTGBpZOYOkcb0MUiogc0RUjpTyrrP1CiOuBwcCZUjVerLEY/q2QfT0YewmW2T2IBoS2pzsmESnguBiRdK+q46Ko1lQ2KmYgwcXS/lJKV3RMUlQF0igAdISWErLPKPgYCl6OcOaxWMjLBnhL/G4B2+loae/GyyCFokJUNirmHYLfgllFM5j5UspbK22V4qiQ+u5gVIsMIE0tEDIfKezgGg/+pYBEmtsjUl5GWNoBYAR2liHqxyD2C0Hmg/cvECZAgqkFImV0vC1TKMpNZaNi2kbLEEXlMFyTIO8Zgm6UYOKQxETQjVLCtRJYjcy6EtLnILQkKPwkDtZWUyy9ECnPIYQNGdgI/rVgagaWzsr1oqhRqMzTWoDUM4pE3XvYnnBJRhLwg2cKOK8C40DVG1itMQM2SH4UzXkoWleY24JZzVsUNRMl7LUB769UKHpFupGBbQhA2AcgvbMIv0CaBORHxcTqhwi6XZzXICydENAZg2IAAA59SURBVOLIHZ8UipqCEvYajpQyWLSrQjgRB8P17OdB/ntgbAtzXC0VdfNJkPoOmrlBvC1RKKoEJew1GMM9C/KfBSOD8G6XcFjA1AApdeSBIcFzzZ1BtgR/ba8BYwPbaYjU95TPXFGrUcJeQ5G+hZB7P6H1WwRlx6HrYGoHeY9TXBfc9xvlaT5dcxFAAqS+hLCdqURdUetRwl5DkQXvEr4o1+E5Yof7zg3w/Uwo5Z3x10QkCIlAIoTKpFXUftSnvKYS2BpvC2oWshDpXx1vKxSKmKCEvQYgpR8Z2IjUS/QRtZwIqldRBXAiTM3ibYRCEROUsFdzDNcPyP29kZlDkRn9MbJuRhp5iMQRqCqM5UUEuxvZB8XbEIUiJihhr8ZI36LgIqfMB+kCfOCbj8wZgbC0R9T9Gqy9QSSAqTngjLfJ1QiN4IKwGSwnIepOQGjq/VEcG6jF02qCNLJA3wWm5sWFuoIldA9fIPWDbwlS3xVs9lBnbPEeI+NS0FfEzujqTMJwRMJwAISWGGdjFIrYooQ9zkjpR+Y+Dp6fQFhB+pHOyxBJj4G+O/xJwgJ6BpiaFI0hkQWvH3uirrUBYzul68cDmECkKUFXHLMoV0yckfmvgWca/H979x8kd33Xcfz52l+39yOXXC4JWJLwQ0obhpZYEoSp2JZGTBkgbbQ10BakTJGmP2e0KqCjneqItVqHaVErUkQpNRainWqL1IIdtVZjS7AMP8RWMa1NIL+4cJfcj337x3chx93u3eV2976733s9Zm5yu9/d776/2eS9n/38eH8YhTgCHIPhe4nnb4fShUCxxpNGifwPH7858nl4/s4Fijhlhdck1SlPehwteX/yYTjNBIztWvDQzNqFE3uKIgJG7mF6d8sIDN+Jeq8D9TF98VDAwW3ExL7k5pE/qHGOLOpCg3+Gut+czEfPv4zp8/YBilA4bYFjM2sfTuypmoAYqX2o8hzKr4TBnZBbPeXgGIx/hzi4ncr+t0JlT8sjTV8XdG9BmvQNpnhutTtqSo+iCqj7ygWNzqydOLGnSCrApC6Vl3ihSNfwXdV+5KkmYPwRGNvdsvgWVo6a3U4ACLouQv2/8tJ7JTRwF5R+tPrcLsivQQO3o8LUD0OzxcODpynT0l8nDrybpJZ6BciByqj/pmQ7u+G7qd3dkDUV6i64KryC3MBtNQ8pP4iWf4aoPJd8+8mtci0YW/TcYk+ZSuejwc9BeTPkz4TyFjR4LyqeAxN7yHZxrsnyyW5F0663OxlrmIVy/Sh/kpO6GW6xtwUV16Flvz/9QP5lTN8VKaPya2HgDjh4HVR+AOQgRqHnp6F8RdrRmXUUJ/Y2plw/kT8TJp5IO5QmKpB8UZzgxcqTpTeiZR9HuR5ixZdg7BGo7E32Gs2fnGKsZp3Jib3dLfkAHPoQ0xfhdIj86ZBbkQzyqg9634F6b0i6mSqHobgOTZqLLglK56YYsFnnc2Jvc+q6mCi8EsY7cVVpCQ3urF2jxfPMzVrGg6dtTsrDkhtnedRsA6yteptnGqgsQd92F94yS4ETe4vFxH4qQ7dS2X81lcMfIca/e+InmXV5/Ey7H3VB+WeAWkvvG6FqyYNapYNLaOkt5Pq2N/k1zWwu3BXTQjG+h9i/9XjJ3bFdxMh9sPx2VNpIxDjEUVDvzNP0Jg7PM4Lq23v0Ppq79V0Zln8GFV9DDN2SzLV/YUWolqHld6GCN7UwS4sTewvFkd+FeI7j+46OA+PE4ZuI4o/B0c+TDIqWiNJ5qO+DqLR++onm3R89Xv1pRA7yp0JlCKhAaT3q+wAqng2A+m8keq+FsW8lg6TF87yvqFnKFLHwqxo3bNgQu3Zlv/peZe9GiFqtbZEsgR+dcn8Ren4W9b7zJdP8ojJM7DuPmVvdOaZvXN0MXWhwByqua8G5zexESPr3iNgw2+PctGqpel+IgulJHWAMhv+YeGYTlf3bqIzupjKxlzh4HTMn7SLkX95YqFrG9H74UrL7kJO6WUdxYm+p+f71jsLYN+HA2+CZH09+n6leTOEsKF9C/SJas8idCsv/AorncTzmfFJNceDT8zunmaXGfeytFEONnmAOj8lD7iQYf3Ker5GHvvcmHyJR7UcHoACVI56uaNaBnNhbpPL8n1O/zksX9btjTtQEjD5YPV+JpMXdXT02Ur0taq9cFXS/HSaertaFn9zdcwyOfZUYfxoV1jYhTjNbKE7sLRCju2HoY9RucZdhyYeBPBz5RJ3B1RN+xeqfo0A39L0bFdZB14VQGSIqB+HgzyX1V16cJZOD3ArU/2Hi4Huo+SGjEoz/Jzixm3UU97G3QIx8lrqt9fwa1L2VXO9V0HsttRf4NOJosvtS+Q1IZZRfSa54FhrcAV2vJ1mlmofSRWjwL5G6oHAmtfdWHUuqLppZR3GLvRUqh6jbPz7xXeLQdlj6cThyG83pjpksD5reL678SjRwGxFJd8vkuebquZoY2ZEk8heVoPgqVGxwto2ZLbimtNgl/YKkkLSiGefrdOr6SVB3naPjMPot4ugXj6/WnCp3CnN7a2o9poC6t9SPTblpC4hUWI0G/hQKryRp0Zeg/CY08EdziMHM2k3DLXZJa4CfAGptzLk4dV+WLLMff5Sa88+VzDipLw/lN8PRLwPDdR5ThJ6rYeQeXizGFePQ/2uocOoJh6zSuWjFF4jKMKj40k2jzayjNKPF/gngF1kcG3POiVRCg/dA6XXUrIAYY1C+nLqFuSpPJ0k9N9MXoEC916CV/4yW/jbq/0206h/J9fxUY7HnepzUzTpcQ4ld0hXA9yJid5PiyQyphJb+BmgJL/1rLkN5EyqcAt1vof5bMFydxVIn+XdfifInJ4m4fAnqvhTlljb1GsysM83aFSPpK0Ct/cluBm4CLpnLC0m6HrgeYO3axTHTQvmVMHgvMfRbMPp1UC/0XIV6byAOvQ+O/RMzlwo4Vi3Ata86zxwgD12Xklv6qwtwBWbWieZdBEzSq4C/53gn8Grg+8D5EfGDmZ67WIqA1RNjjxL7ryJZQDSTAvS8C3VtIEaSwVZ1b0WljQsRppm1mbkWAZv34GlE/AewatIL/jewISKene85F42x3cytEqNQz1ZUOAN1vb7FQZlZVniBUhpyJyczY2ZTXI8KZ7Q+HjPLlKYtUIqI05p1rszruijpb49hZq7aePqChWRm2eEWewqkIlr+WSicTf1Su90zLjQyM6vHJQVSosJatGInMbGPOPpVGPoox3dBykPPNg+Smtm8OLGnTPlVqHcbUd4Ex+5PpjWWXucaLWY2b07sbUL5FdDz9rTDMLMMcB+7mVnGOLGbmWWME7uZWcY4sZuZZYwTu5lZxjixm5lljBO7mVnGOLGbmWWME7uZWcY4sZuZZYwTu5lZxjixm5lljBO7mVnGOLGbmWWME7uZWcY4sZuZZYwTu5lZxjixm5lljBO7mVnGOLGbmWWME7uZWcY4sZuZZUzHJPYYe5LKwRuo7L2AyrOXEyN/m3ZIZmZtqZB2AHMR408RB94GMQIEjB8gDt9IVPaS67027fDMzNpKR7TYY+hWiKNATLp3BI7cSsRoWmGZmbWljkjsjO0GKjUOBEx8b6GjMTNra52R2POra98f45BbsbCxmJm1uY5I7OrbDpSn3FuG7stRbkkaIZmZta3OSOxdr4X+j4IGgK7kp/sK1P+RtEMzM2s7HTErBiDXs4Xovgwq+yHXjzS1BW9mZtBBiR1AykN+VdphmJm1tYa7YiS9X9ITkh6V9LFmBGVmZvPXUItd0huALcCrI+KYJDenzcxS1miL/T3ALRFxDCAi9jUekpmZNaLRxH4WcJGkb0j6B0kbmxGUmZnN36xdMZK+Apxc49DN1ecPABcAG4Edks6IiJj6YEnXA9cDrF27tpGYzcxsBqqRg+f+ZOnLJF0xD1Vv/xdwQUQ8M8vzngH+Z94vPH8rgGdTeN2F4GvrTL62zpTWtZ0aEStne1Cj0x3/CrgYeEjSWUCJOVzsXAJrBUm7ImJDGq/dar62zuRr60ztfm2NJvY7gDskfRsYBa6p1Q1jZmYLp6HEHknN3Hc0KRYzM2uCjqgV00SfTjuAFvK1dSZfW2dq62traPDUzMzaz2JrsZuZZd6iS+ySfkfS45IekbRT0rK0Y2oWSW+t1uypSGrbEfu5krS5WofoKUm/nHY8zSTpDkn7qhMPMkPSGkkPSnqs+m/xg2nH1EySypL+VdLu6vW1Ze3wRZfYgQeAcyLi1cCTwI0px9NM3wa2Al9LO5BGScoDnwLeBJwNXCnp7HSjaqo7gc1pB9EC48DPR8Q6koWL783Y+3YMuDgizgXWA5slXZByTNMsusQeEX8XEePVm/8C1Nl3r/NExGMR8UTacTTJ+cBTEfGd6uyrz5EUnMuEiPgacCDtOJotIv4vIr5Z/X0IeAw4Jd2omicSR6o3i9WfthuoXHSJfYp3AV9KOwir6RTgfyfd3kOGEsRiIOk04EeAb6QbSXNJykt6GNgHPBARbXd9HbXRxlzNVN8mIv66+pibSb423r2QsTVqLteWEapxX9u1jKw2SX3AvcCHIuK5tONppoiYANZXx+d2SjonItpqrCSTiT0iNs10XNI1wGXAGzttpexs15Yhe4A1k26vBr6fUix2AiQVSZL63RFxX9rxtEpEHJL0EMlYSVsl9kXXFSNpM/BLwBURMZx2PFbXvwEvl3S6pBKwDfhCyjHZLCQJ+BPgsYj4vbTjaTZJK1+YSSepG9gEPJ5uVNMtusQOfBJYAjwg6WFJf5h2QM0i6S2S9gAXAn8j6f60Y5qv6gD3+4D7SQbgdkTEo+lG1TyS7gG+DrxC0h5J16UdU5O8FngncHH1/9fDki5NO6gm+iHgQUmPkDQ+HoiIL6Yc0zReeWpmljGLscVuZpZpTuxmZhnjxG5mljFO7GZmGePEbmaWMU7sZmYZ48RuZpYxTuxmZhnz/9dAWgUDVyZXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.TomekLinks(sampling_strategy='all').fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.4 OneSidedSelection\n",
    "OneSidedSelection法是对TomekLinks法（sampling_strategy='auto'）进一步扩展，它会删掉另外一些冗余的多数类样本；具体流程如下：  \n",
    "（1）训练一个`1-NN`分类器（即KNN中K取1），对错分的点使用TomekLinks规则删掉多数类样本；  \n",
    "（2）将正确分类的多数类点视为冗余样本而删掉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 165), (2, 4287)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.OneSidedSelection().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.5 NearMiss\n",
    "NearMiss方法是利用距离远近剔除多数类样本的一类方法，实际操作中也是借助kNN，总结起来有以下几类：  \n",
    "`version=1`：在多数类样本中选择与最近的3个少数类样本的平均距离最小的样本。  \n",
    "`version=2`：在多数类样本中选择与最远的3个少数类样本的平均距离最小的样本。  \n",
    "`version=3`：对于每个少数类样本，选择离它最近的给定数量的多数类样本。  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 64), (2, 64)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.NearMiss(version=1).fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 64), (2, 64)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xd4VNXWwOHfPtOTkFBC6L0JKkiVoqiIClwVVBQVO8pVUa/lEwsqduy9oih2QBQBFbEjRUB6L4L0DiF9+v7+mICEmfTJzGSy3ufJQzgzc87ikKzZs8vaSmuNEEKI+GFEOwAhhBDhJYldCCHijCR2IYSIM5LYhRAizkhiF0KIOCOJXQgh4owkdiGEiDOS2IUQIs5IYhdCiDhjjsZFU1NTddOmTaNxaSGEqLQWL158QGtdu7jnRSWxN23alEWLFkXj0kIIUWkppbaW5HnSFSOEEHFGErsQQsQZSexCCBFnJLELIUSckcQuhBBxJiqzYkRsWjVnLd+99zN5WXn0vrQnZ1zaA5PZFO2whBClJIldAPD501/x+dNTcOe50BoW/7SCH8b9wpgfHpLkLkQlI10xgkN70vn0ya9w5QaSOoAzx8XaBRuZN03WGwhR2UhiFyz7bTVmS3Cr3JnjYu6UBVGISAhRHpLYBQnVHCilgo4bJoNqNZKiEJEQojwksQs6n9sekyn4R8FiNdNvWJ8oRCSEKA9J7AKL1cKYHx4iObUaCckOEpIdWO1WbnnlOlp0aBrt8IQQpSSzYgQAbbq2ZNKu91g+aw3OHCcdzmhHYkpitMMSQpSBJHZx1LLfVjH+4Qns/HsPTdo15Ponr6B973bRDksIUUrl7opRSjVSSv2mlFqrlFqtlPpfOAITkTVnygJGX/Qc6xb+TdahbFbNWceD/Z9iyS8rox2aKCWtNfu2H+DQnvRohyKiJBx97F7gHq11W6A7MEIpJc28Subd//sYV667wDFXnpux//dxlCISZbF+0SauP+EOrm9zB1c1G8GIrvexa9OeaIclIqzciV1rvVtrvST/+yxgLdCgvOcVkePz+ti7ZV/Ix7au2R7haEov+3AOnz7xJbd0Gcn95z3Bgu+XRDukqMg4kMnIsx9j58Y9uJ0ePC4PG5f+w129H8Hr8UY7PBFBYe1jV0o1BToCQatalFLDgeEAjRs3DudlRTkZJoOk6olkpecEPVajbo0oRFRyOZm53NJ5JId2p+N2egBYNXc9Q0ddzBUPXBzl6CLrp09m4fX6ChzTfo0z28nC75fSc2DXKEUmIi1s0x2VUknAV8CdWuvM4x/XWo/VWnfRWnepXbvYLftEBCmlGHLfIOwJtgLHbQk2hj4U28nxu7E/k77n8NGkDuDKdfHpE5PJSs+OYmSRt3fLftx57qDjXo+X/TsORiEiES1hSexKKQuBpP6Z1vrrcJxTRNZl9w7ksvsG4kiyY7VbSExJ4LrHhzDgxr7RDq1IC75bjCtEMrPYLKz/a1MUIiofrTVfvfwtl9W7iX7Wy7ml872s+GNNiV57Uq8TcCTZg44rw+CEbi3DHaqIYeGYFaOAccBarfVL5Q9JRINSiqsfvpSvD37IJ5vf5Kv9HzD47gtClhqIJakNaoaM0ef1UT0tOQoRlc/4Rybw4cMTSN97GJ/Xx99Lt/DggKdY/9ffxb6210XdqNO0Nhab5egxm8NK+95tadNVEntVEo4Wey/gaqCPUmpZ/teAMJxXRIHZYqZm3RqVplTvRXcMwOqwFDhmmAzqNK1d6VbNOnNdfPXyd7hyXQWOu/PcfPzopGJfb7aYeXXuUwy++3zqNkujYet6XPPYEB6fel9FhSxiVLkHT7XWc4DYbtaJuHVCt1bc/saNvHnHByhD4fP6aNSmAY9PvS/mP20c7+CuQygjOGat4Z+V20p0joRqDm546kpueOrKcIcnKhFZeRrHdmzczSePTWLV3HXUaVKbKx+8hC7ndoh2WGF33nVncdblvdi0fCvVaiTSsHX9aIdUJjXr1UD7/CEfa9yuYYSjEZWZFAGLU9vX7+TWLvfx+8R57Nt6gJV/rOXRi59j5vjfoh1ahbDarbQ9tVVYk7rWmt8mzGVE1/u4qvmtvHLzWA7srLjZJY5EOxeOOA/b8bOTHFauGX1phV1XxB9J7HFq/CMTceY48R/TAnTlunnnno/wHTfXWYQ2fvREXrrpbTYs3szeLfv54YNfubnjSNL3ZVTYNW985iqueOAikmoECrA1btuAx74ZSbsebSrsmiL+SFdMnFo9dx3ar4OOe1xeDuw8RJ0mspagKFnp2Ux+YVqB+fE+r4/crFy+fuVbhj09tEKuaxgGQ0ddwtBRl+D3+zEMaXuJ0pOfmjhVq37NkMf9fj/VasquSMX5Z+W2AtMGj/C4vCyNUGE0SeqirOQnJ05d8cBFQX21VruFMy7rSUI1R5SiqjxSG9TE4w6ur6KUom7zOlGISIiSk8Qep0676FSGjbmShGoOHEl2LDYLp118Kne9M7zU5/K4Pfw2YS5jR37M9+/9TG5WXgVEHFvqt6hLmy4tMFsL9lZaHRYuvfuCKEUlRMkorYP7YStaly5d9KJFiyJ+3arI7fKwd8s+qqellGlj6syDWdze/QHS92aQl+3EnmjD6rDy6tynaNiqXgVEHDuy0rMZM/Q1lv22EpPZhNVh5X9v3UTvwT3Ceh1XnouFM5aRm5lLx7NPJq1RaljPL+KHUmqx1rpLsc+TxC6K8tLwd/jpo9/xev6dSaMMxYk92vDy7CeiGFnkZBzIJPtwDnWbpWEyhXdF7pr5G3iw/1P4/Rrt9+Pz+hly3yCuffSysF5HxIeSJnbpihFFmvPV/AJJHQKlYNcu2IDzuKXv8SolNZkGLeuFPal7PV4eOn8MORm55GXl4cxx4XF5+PKFaSyftTqs1xJViyR2USRlKuxHRGGEWP4uSm7FrDUh1xS481zMeP+XKEQk4oUkdlGkvkN7Y7EVHEA0TAYd+5yE1W6NUlTxIVS5YQjUhnHmVI1PQ6JiSGIXRbruiSE0O7kJjiQ7ZqsZRzUHqQ1rcs+4W6IdWqXX/ox2+DzBLXZ7oo0zh/SMQkQiXsjKU1EkR5KDNxaMYdlvq9i8fCv1WtTh1AGdKk1Z31iWmJzA7W/eyOsj3sfr8eLz+rEn2TmpVxtOH9w92uGJSkxmxYiYlJuVx6Hd6dRuVAubw1b8CyqxrWt3MPPDX8lOz6HnwG50G9BRVp2KkEo6K0Za7CKm+Lw+3rjjA34c/xsmswmtNUPuG8TQUZdUuvrqJdWkbUOGP3dNtMMQcUSaBSKmjHvwc376+HfcTg952U6cOS4mPvMNM8bJLBEhSkoSu4gZPp+P6W/NxJVbcLaIM9fFhGe+KdM5vR4vk56fyjUtb2NIg+G8ftv7ZBzIDEe4QsQs6YoRMcOV6w5ZeAsocw30J4a8xOKZy49OLfz+vZ9Z8N0S3lv1Eo5Ee5ljFSKWSYtdxAxHkp1a9WqEfKxNlxalPt+W1dsLJHUAr8dHxoFMfv1sdpnjFCLWSWIXMUMpxYjXbsDmCF74tG/7AdYt3Fiq863/6++Qm0M7c1ysnL22zHEKEesksYuY0nNgV576/sGgmvG7N+1lZN/H2bf9QInPVbdpWsiZNBabhQZxXplSVG2S2EXMSajmwO/3Bx33ur1Mf3tmic9zcu+21KxXA+O4ejdmi4n+N55d7jiFiFWS2EXM2bVpb1AyBvC4vWxds6PE5zEMgxd/f4z2vdthtpqx2Mw0bF2PZ396hNRCtg4UIh7IrBgRc1qc0hRviNkxNoeVE3u2KdW5atWrwfO/jCYrPRuPy0PNuqEHZ4WIJ9JiFzGnYat6dBvQqcAgqmEycCTZy9yFUq1GkiR1UWVIYo9Dbqebt+8ez8CUa+hnHcI9Z41my+rt0Q6rVEZ9cSeXP3ARterXJKl6ImcO6cmbi54luWa1aIcmRMyTImBx6KELxrD0l5W4nZ6jxxKSHYxb/TKpDWpFMTIhRHnI1nhV1I6Nu1n666oCSR3A4/Iw9c0fohSVECKSZPA0zmxbuwOzxYQ7r+Bxj8vLxsWbC32d1poVf6xh96a9tOzYjJYdm4U9NrfLw4z3f+bnT/7AbDUz4Ka+nD30dClRK0SYSWKPM41PaBC0+TSAxWouNFmn78vg/84azf7tB9FaozWc2LMNT0y/H6vNEpa4fD4f95/7BBsWbzpa5Ovvpf+waOYyHvj0f2G5hhAiQJpKcaZh6/p0OPNErPaCCdliszDwtv4hX/PSjW+zc+Oeo2VyXbkuVs1Zy+dPTg5bXIt+WMbfS/8pULnRmeNi7jcL2bxia9iuI4SQxB6XRk++hwHDz8GeaEcZipNPb8src54gMSWBb96cwf9Oe4grm9zCrV1G8s3rM/hr5jJ83oKtfLfTw4wPfg1bTEt/XUletjPouPZrVsxaE7brVCSfz8eC7xbzyWNfMnP8b+TlBP97hIgFYemKUUp9AJwP7NNanxSOc4qyszlsjHjleka8cj1aa5RS7Nt+gOta307G/kz8/sBMqP3bD7Bl9Y6gpH5ETkYus79ewKn/6VTuLpkadWtgtVuCBnVNFhPV05LLde7y0Frj8/owmU1F7tCUl53H3WeMZufG3eRlO7En2Rl778e8PPtJGp/QIIIRC1G8cLXYxwP9wnQuEUZHktXbd47n8DFJ/QiPy4MidELzuDw8f/2bXNnoZrauKd88+L5X9UaFGCQ1mU30uLDY2VsVYsa4XxjSYDgD7FcwpP5NfPfeT4U+9/Onv2brmh1HP3U4s51kHcrmmatejVS4QpRYWBK71voP4FA4ziUqxsIflqL9odcsaK2x2CxYjyuX6/dp8rLyyDyYyeiLnqc8ax5q1avBE9PuI6V2Mo5qduxJNtKapPL8L6MrZLPqnMxcvn71Ox695HnGPfgZ+7btL/D4zI9+483/fUj6nsNoDel7M3j7ro+Y8UHoLfh++XQ2HlfBTxtaw5ZV2zm8v2ybgAhRUWRWTBVhNptwF/KYLcHKdU9cgdft5csXppF5MKvA41rDgZ2H2LFhF43aFN3t4Mx1MfWNGfz6xRysdisX3Hwufa/ujWEYdOxzMhN3jWXTsi2YLWaandy4QjaoPrQnnVu73Ef24VxcuS7MVjPfvD6DZ2Y+fLTWzEePTMKV6yrwOleui48fnUT/G0KULSgkTg1xu8m2qLwiNniqlBqulFqklFq0f//+4l8gwqrv1b2x2EK/j5vMJvrfcBaX3zeI2o1Cr0w1DBWyMNexvB4vd53+MB8/9iWbl29l3YKNvH7b+7xww1v/XstkonXnFjRv36TCEuL4RyZyeF/m0cTtdXtx5rh4/vo3j37qOLDzYMjXHtyZHvKTyTlX98Zy3EwjpRTN2zchJTV6YwRChBKxxK61Hqu17qK17lK7du1IXVbku/GZobTs2KxAd4syFDXrV+fZHx8mMSURgD5Xnh5yByN7op0mJzYq8hpzvl7Ajo27cecVnNI468s/2bZuZ5j+JcWbP31RyAHhfdv2c3h/YCPruk3TQr62TtPaId9wLn/gIpq3b4IjyY5hKBxJdpJTq/HAp3eEN3ghwkC6YirI6nnreeeej9i8fAsptZO5/L5BXHDLeVH72O5IcvDq3KdYO38Dm1duw2wx0apT86CW88AR5/HHl/PYtnYnedlOrHYLhslg1Bd3FrtCdPHPK3CGmNKolGLVnHURmz1iSwjdZ681R+f33/jMUJ677o0C8+ptCVZuHDM05GsdiXZem/cUS39Zyfq/NlGnSW1Ou7hbhYwPCFFe4Zru+AVwJpCqlNoBjNZajwvHuSujDYs3cd+5jx9NGvu3H+S9+z4l40AWVz9yadTiUkrRrkcb2vUovKa5zWHj1blP8ef0RSz7dSWpDWtxzjVnFrrJ9LFqN6yFxWrGc1yXjWEyqFm3ernjL6kLbjmPjx+dWCBpm8wmOp51EonJCQD0HtwDw2TwwYOfs/uffdRtlsYNT13J6RefWuh5DcOg8zkd6HxOhwr/NwhRHlLdsQKMOn8Mf81YwvG31p5oY/K+cXHbytu3/QDD2t6J85hBSaWgeloKn297B7MlMh8QfV4fY656jT+nL8JkNkBD3WZpPPfzI1SvnRKRGISoCCWt7ihdMRVg8/ItQUkdAi3mAzsP0aBlfG6knNYolce+GcmYoa/iynPj9/uPHotUUodA6/yhCXexY+NuNi7eTJ2mtWl7aiuZvSKqDEnsFaBhm/oc2Bk8rd/v81OzBF0alVmnvu2ZsGssW1fvwGq30KBVvagl1Iat6tGwVXy+iQpRFEnsFeCa0Zexdv6G4wbmbJw/vC+ORHsUIyuZnIwc5n+7BLfTTdf+HUu98bPJZKJ5+yZhj0trzcrZa/j2nZ/Ysno7dZrWZuCI/nQ5V/q8hTiW9LFXkAXfLebN/33Ini37cCTaufjO/3DVI4MxmUxhu0ZOZi7/rNxGzbrVqd+ibljOuXDGUh6/9EUMQ6G1xu/zc90Tl3PpPReG5fxl5cx1cf95T7Lmz/UFVtDaHFYuGzmQa0ZfFsXohIiMkvaxS2KvYG6XB4vVHPbuiAnPTuHTxydjsprxur206tSMx7+5j+RaZd8TNCczlyH1hwetyLQ5rLw67yladGhazqjL7v37P2Xyy9/iC1Vr3mbh03/elM2qRczSWnN4Xwb2RBuOJEeZzyNb48UIq80S9qQ+b9pffPbkV7jy3ORm5OLOc7N+4d88fumL5Trv3G8WhjzucXn46ZNZ5Tp3ec0c/3vIpA5gtphYNWddhCMSomSW/baKa1rextCmt3BJ6g2Mvug5stKzK/SaktgrockvTceZU7BV7fX4WDt/Q6FL5Ysz44NfeOXmd4Na6xBobRy7mjQafJ7CyxlooFrNpMgFI0QJbV+/k4cueIY9/+zD4/LicXtZOGMpD50/pkKvK4m9EkrfG7qaoMliIvNg6VsCK2ev5c07PsDjDJ08bQk2eg/uUerzhlPPQd0wmUOPTyQmO2h/RrsIRyRE8aa8NgOvu2BVUK/by6blW9iyunylsIsiib0S6ta/I2ZLcJIzDINGJ9Qv9fm+enl6gRk8x7I5rPQe3IMOZ55Y6vOG07AxQ6lVvwaW4zb8qFWvBs/+9EhYB6VF0bat28maP9fjygv+dCcK2rF+Jz6vP+i42WJm79aKK4Yo0x0rocvvG8RvX8wh+3AOHpcXpcDqsHLLK9dhsZZ+p6P9O0KX0jdbTNz47FAGjuhf5DjB2gUbmf3VfMwWE2ddcRrNTmpcouvu27afRT+uwJFkp/v5nYocVKqRlsK4Na8wa9I8Vs9dj8Vm5rSLTuWUPifJwqMSOLDrENPfmsnGpf/QulMzLri1X4nKRBxr3/YDPHzhM+zcuBuT2YTfr7n1letClzkWAJx0eltWz1sftHOY2+mhRYfwTwk+QmbFVFKH92cw5dXvWTRzGbUbpzL47gs4qdcJZTrX+NETmfTc1KCNJGwOK5P2vE9CtcIT7pv/+4AZ437FnedGGQqL1cy1jw8pdnrkR49OYtJz36AMA8NkAJonpt1PhzOi+8kgHm1ZvZ3/9RqFx+XB4/IGNlWxW3h17pM0aVd0xc4jtNbcdPLdbF+/C7/v3xaoLcHKcz+Ppl331hUVfqWWcSCTYe3uJCs95+h9syXY6HPFadz93s2lPp/Miolz1WuncP2TV/DmX8/y6Ff3ljmpA1x8xwCSayVhsf77Ac6eaOOax4YUmdTXLdzIjHG/4sp1HZ3z7spzM+6Bz/njq/mF7ri0as5avnxhGm6nB1eui7ysPPKynIwe9Bzu495cRPm9ftv75GXl4XEFxlA8Lg+5mbm8cccHJT7HpuVb2Lt1f4GkDuDO8/DN6zPCGm88SUlN5q3Fz3H20NNJqZ1M/RZ1GPb0Fdz57vAKva50xQiSa1XjnaXPM/nF6Sz4bgk16lZn8N0X0K1/xyJfN+frBSFny/i8PsYMfZXP2jbg+V9Gk1yz4Nz6Hz74FXeI/lmtNUt/WcmpAzqV7x8kjgqs1l0bVLtIa1gxa03Q81fs3cOyPbtJS0yiT7PmWPPHLjL2Z+Z/sgo+/8FdsitmUdIapTJy/G0RvaYkdgEEPgHc+MxV3PjMVUGPbVyymU8e/5J/Vm6jUZv6tO3Rhuqp1cjLdmKYjJCbWnjdXrau3s5rt77PQxPuKvCYK88TskgaENQXKcpHKYXVYcWZ4wrasvzYDVU8Ph+3fDeNP3dsw6c1FsPAbrYwcfAQmteoSZuuLUPuoGV1WDn1P50r+F8hSkv62CuRnMxcJj03ld8nzsPqsHD+zedy/n/PqdAZISv+WMODA57CnecukIyPbLPn8/qDPp4fy2Qx8V3uZwVinDf1L8Zc9WrQXHyrw8qkXWOP7uYkyi7P4+HnzZv4dMUyFu/aid+vSVibTu0v/8Gc4cFqt9B9RB9sg9qQ4XKiteab9Wtxegsm7xSbjXk3/BeHxcKEZ6fw2RNfHS3LbLVbqFW/Jm8vee5onXtRsaSkQJxxuzzc3PHe/IUOgVatLcFG9/M7B7WIw+mWzvfy99IthT5uMptCttiPMAyD7/I+K1C21+/38/jgF1j80wqcOS5MZhMmi4k73ryR8647K5zhV0nfbljHfT/NxOnzUuC326exZHto/vxqqg8+keWdE/BqP16/HwUUlgl6NGzEZxcHavH8NXMZU177joz9mfQa1I2BI/rJG3EEST32ODNr0jz2bz9QYOaKK9fFn9MXsXXN9hLPbiitzSu2Ffm4z+vDMCn8vtBpoV2v1kG12A3DYPRX97Lk5xXMm/oXCSkJnHvNGTRqE5mt8+LZlsPpjPw5kNSDmBSm6nYGfjWc1zcuLdA6L6p5t3jXTvYfmkYt/QmdO+6l82ddUEl3oMxNwx6/CA9J7JXEst9WBXVdABiGYu38jRWW2KvVSCTjQFaRz7HYLCEXONkSbdz1bugpXUop2WauAkxeswqvv/CuMaf2s9aXiamY/WuPdVnzFThy3wNz4I3Al/sdyvkbptRvUOaKm4styk6mO5bDqrnruPfsxxjSYDgjz3mM1fPWV9i16jZNO9qvfSxlGNRqULp66aVxyd0XFLo5NASmRd7w9JWk1E7GUc2O2WrGMBm07d6Kz7a8FbENrEVAutNZZGJPtFhoWr1G0U30Y1gNH/938kISzP+27k2GRvtzyE5/ubzhigoiLfYyWvzTckYPeg5X/nS/Q7vTWfPn4zw+9X46nX1y2K/Xf1gfJj0/9ehcZAi01pOqJ9Cpb/ivd8SQkQPJPJjF9Ldm4vdrPC4PylBov8aeaKPLeacw6Lb+XHDzufz1wzIy9mdycu92snNRlPRp1pyp69eS6wmeXWRSihoOB8M7deXDpUtKdL4GiaE/rZkMyMv5k3sXTmV/Tg59m7dg6MmnkGyLz/18KxsZPC2jYSfeyba1O4OONzu5MWOXl698bmFWzl7LmKteJfNgFn6/ptlJjXho4t3Ua1anQq53rNysPPZvP4DP62fOlAXkZOTS44IudDjzRFnSH0P8WnPdN1+xePcu8rz/JneTUrSoWZN+LVrh9HoZt3QxvhL87qdYncy74FNspuAB8oX76nHl74EVxjaTmbTERKZfcbUk9woks2IqkNaa88xDQq6sNEwGMz0TK/TauzfvxWq3kNqgVoVdJxy01qyYtYbfJ83DYjVz9lW9adOlRbTDintev59vN6xn2vq12M1m8rweFuzYjtvnw6QMPLrwrppQXj71Z85psAW7+d/knus1M2Luucze++/Yjs1k4rZu3RnRtXuR59P+XHTe1+D6A0z1UAlDURYpSVASMiumAimlqFYricwQg4rJqWXfwaik1w7XNngVSWvNy/99l9++mIMr14VSiu/f+5krHriIoQ8NjnZ4cc1sGAw6oS2DTmjLnG1b+e+3U3H6AknZX8qkDnD/ojPxM4t+Df/BpxUev8GYZT0KJHUAl8/HL/9sLjKxa382+uDF4NsL5AEmdN4UdMpzGI5+pY5NhCaDp2U0ZOTAoEFFe4KNy0cOilJEsWXNnxv47Ys5OHNcaA1+v8aV5+bzp79mz5Z90Q6vypi2fm2BLpmycPnM3LPgbE6ddjUXzBxM/x//y7TtoYu1pSYUvVBJ53wIvt0EkjqAD3BC5ii0llXH4SKJvYwuvedCLrnrP9gSbNgTA1+X3HM+F9/5n2iHFhPmTV14dIViAUqx8PulkQ+oijKUCiolUFbZHhsH3anMvWEEzWvUxHTc2IrDbOb6DsXU+XH9BISq4+4H74YwRSqkK6aMlFJc/8QVDB11CYf2HKZm3epY7dbiX1hF2Bw2TKbgVamGEahdIiLj4rYnMn3DOvK8hW8tWBrZHg/vLv6LcRdcxA3TvmZbxmHMhoHH7+fenqfTo1HBWvzafwid/Q44fwSVAIW1yrUL7V6DNrXGMEq/p4AoqNIMnh7en8H4hycw95uFWGwWBtzUlyEjB5ZpYwlR8XZs2MV/O94bVP3R5rDyxY53qVZD9iiNlKdn/84nK5bjCrUaFbAYBl6/nwSLhWbVa3JqgwZMXrOaDHfoHZKapFTnt2uHAbDh4AHS8/I4Ma0OSdaCb9jan40+8B/wHwCOJHQrge6XwspQmCDpDlTizTLbKoS4GjzNy3Eyouv9HNydfnSn+i/GTGHt/I089e0DUY6uZLau2c4Ho75g7fwN1KpfgytHDeb0i0+NdlgVpmHr+tz6ynW89b8Pj+5V6vf7eWjC3ZLUI2DL4XTm79hOit3OPT1O46S0NO6cGbpuusfvx242c22HjtzT4zSUUmQ4XUxetzrk87Pd/75Zt66VWmgMOu9r8B/m36QO4CbQA2whkNyPH8z1QfbraFUNlRhcaVSUTKVI7L9+NpvMg1lHkzqAO8/N8t9XsWn5Flp0aBq94Epg69od3N79wfyBRE363gyeveZ1Duw8yEW3D4h2eBXmPzedQ69B3fjrh2WYLWa6DegoVQDDSGvN1+vW8OGyxWS73PRt3oJbunTj9YXzmbh6FYYCQxmYDcX9vU4v8lxOr5cPly2hut3BtR06MnPTxqOPWQ0vp9XZgc3kY96+BnSp3zJwfd9+dO6n4FkG5jaohGtQ5ob/ntS9gH8HSY+hHJB4G2S/SHBiB/BCztvb2+VhAAAgAElEQVQgib3MKkViXzVvfcg6KUopNi75J+YT+8ePTsKZv8vQEa5cF+MfmsB/hp+D1Ra/3UnVa6dwztVnRDuMuPTYrF/5cs2qo/3nn6xYxpR1a3B6vUHdLi/+OQ+D0Gn0iDyvlzFzZrF09y78+TUHuqbu4t3TZqLQoMBi+FnjvAnt3YI+OBi0E3CDexE6bxLU/BhlaR84oakRgZb58f3qGsxNoahhXf+BEt8HEaxSzIpp1KY+Vntw8lOGom7T2lGIqHTWzt+A9gePZfh8fvZtq7w/wPu27eeFYW9xRaP/8t+O/8fPn/5R6HZ4Irz2ZGcxcfXKAoOiHr+fDJcr5EDpwbxcGianBM1kOZ4Gfv5nE7keD3aTh/dO/4Fkq5tqVg/VLB7sJh8n2sehM0aBziLQtQLgAZ2Lznjk6LlUwpUEtx1NYNRD2fqAKmoQXaF1eAZ8q6JKkdj739AnqPSryWxQq14N2p/RLkpRlVydJqHffFy5LsYMfZX0vYcjHFH5Hdydzs2dRvLTx7M4sPMQm5dv5dVbxjL+4QnRDq1KWLVvL5YQG6z4C3lj1cDOrExsJhMOc9Ef1D35RcTOrLc9ZK0wk/KCZwkhK4l516J1INkrc2NUjXfAqAfYAStYOqNqfgy+TaCDK4L+y5rflSPKolIk9hp1qvPCb4/S9MRGmC1mzBYTp5x1Ei/+/hhGKcqPRsuVoy7BlhC6dbJp2RYeuuCZCEdUfpNfmk5etrPA7knOHBeTX5pOVnp2FCOrGtISk4J2OyqOT2u8WnNdh46MH3gx9iISvAYcJg9GiORtNjRF9eIe+96ibD1QtX9HpX6Pqj0Lo9anKFNt8KwAVUQXpDKDlp+jsor9rJivVafmvLfyJSbuGstXBz7kmZkPU7NujWiHVSJdzzuF29+8EbM1+JfB5/Wxdc12tq0LLigWy1b8vjrkHpgWm4Wtq7dHIaKqpabdga+I8ryFcft8zNq2ld5NmvHZRZfSNjU1ZE93osWCPaE3JiM4sftxgLWwsgEmlHt2gSNKKZS5Icp0TG0jox5F9rFrD1gjO2vM5/PhL8M9jUVhSexKqX5KqfVKqb+VUveH45yFSa5VjYRqjoq8RIU479qzaNmxacjHzGZTpeuOqdeiTsh5xh6Xp0Lrw5eE1+PF447v5el/7dpZZIu7KGkJga3sOtarz4RLLifFbg96jt1s5uEzh7DZfTlOn5kjH8z8ODBsvcDai9Dpw4t2/Vl8ENZTwahVyDlsUO0elFG9pP+kctmzZR8P9HuSAfYrGWC/kscGv0D6voyIXLuilHtWjFLKBLwJnAPsAP5SSk3TWq8p77njTbf+ndi0fCseZ8Gkk5fjwjBVmg9PQKCkwvxvFxfYOcliM9OuZ5uIlBEOJX3vYV4a/i5/zViK1pqTT2/L3e/dXCmKppVWit2Oocr2M9OjUWO8fj/Pzf2DT1Ysw+ULXizUIDkFt99Pau27sVsuBOfXoHMx2QeA7SxwzUQrB+ic415pBVPhExq0axY683nw/QMkgJF2zAwYC1hPRSWNQFkjs7NWXo6T27s/SOaBTPz5Exz+nLaIf1ZuY9yalyt0o/iKFI5s0g34W2u9WQdGTSYAA8Nw3rgz8LZ+pKRWC9oJye/388B5T/Lt2J+iFFnptenakvs/uYPqaSnYEqxYbGa69uvIo1/9X1Ti8fl83HnaQ/w1Yyk+rw+/z8+KP9Zwe48Hyc0KMZe6kju9cRPs5rIlHbfPy1vzp2JzfcBdJ83m9DrbA9MZj7Fi7x66vPcWZ300jtM/+4t5GTdiVH8RZT8bpQyw9SFku1CZUI7QhfC08xd0+q3g20BgCmQG+PcAiVBrKqrOMoyaYyOW1AFmTZyHM8d5NKlDoHv00J50Fs1cHrE4wi0c89gbAMd2qu4A4ndJZTkk16zGu0tf4IVhbzF/+uJ/pwZqcOW5efvO8Zw1pGel2fX9tItOpefAruzbdoDElISorihd9MMy0vdlFKhNo/0ad56b3yfMZcBNfaMWW0WwmEx8evFlDJv2Nel5eSWuBWNSihOT19E18TkM5cdi+Lmi+VqWHKzDV/+04dJm67GafHyztRU/7WxKp1p7cfpMfLRwHSfboZotAeUYiLJ2hZqfoA8NB32QQH+5A1X9VZQp+BOb35cFGfcRPKcdIANy3kZVf6k8t6RMtqzZHnKNjNflZcf6XZw6oJiiZjEqHIk91AhI0IiLUmo4MBygcePGQS+oKpJrVUMpFXK+t9lqYsUfa+lxQbGlIGKGYRjUbZoW7TDY+feekIO5zhwX29btiEJEFa9NrVRmX3cTf+7YznVTvypyr9MjzMrHaSmvYvDvvUq0eOlZZye96uzEyP9tbl9zL493nk2ux4LN5MVi6EAFgDyFzpuOTrgSzCeATieQAvyAE+36A+38EZy/Eqji6MqfJuOkyI1Wnd+h/U+gjMg2alp0aIo9yY4z21nguNlqpulJFbNBfCSEI7HvAI69Aw2BXcc/SWs9FhgLgSJgYbhupZWQ7ECpgtPCANCBzaHDYd7Uv/j86a85sPMQJ/Zqw7WPDYnrjaWbndwYs8VcYE9YAHuSnRanNItSVKWzet9epm9Yz6JdO3H5vPRq1IRhnTpTO6HwZKeUokfDRtR0ONiXc3x/d7BbOthQiqAcazqueWYzBZ5QzRpi1Sh5kPtJ/t+PnYvuhdwPCCT60v6Ka3TGSFSNN0v5uvLpPbg7Hz70BR6nG5838MZosZqp17wOHStg7+JIKXd1R6WUGdgAnA3sBP4CrtRah64gROXfGq+8Vs1Zy/39niww8AiQUjuZiTvHHi2aVVbT3vqBsSM/xZVfD10ZCnuijTcXPkOjNvGZ3LXW3Nr1Prau3n40uZvMJmo1qMGHa1+NyZLKeR4P0zasY8nuXSzdvYsth9PxHvP7aAISrFYePbMPfZq2CDl75YgZG9fzfz/9UGSXTJLFwi9XdKKW6/YQg56lZSIwRBfO2UdWVO1ZBadFRsChPem8fdd4/py2CMNkcMaQntz8wjUx2SUa0T1PlVIDgFcI/G9/oLV+qqjnV/XEDjDh2Sl88tiXgRW1CswWM2N+GEXrzuXbE9Tj9jA4bRi5mQUHDA1D0fvSHoz64q5ynT+W5WblMe7Bz/n1s9n4fX56DurK8OevoUZaSrRDC3IgN5dBEz7lsMtJrqf45GhSihs7dqZL/YbUTkzk5LSC0019fj83Tf+G37f+E/L1hlJMHDyETnXrovefBv6D5fwXKAK/7mFc9q8SUTUnoCxtwnfOOCObWVcC6XsPs/z31SQkJ9Cp78lBZRPKYsfG3dzSeWRQnyFA7Ua1+HzrO+W+RmV3cHc6S39ZiSPJTtd+p0SlNT/ypx/4Zv3aEvWLH8thNqOUokG1ZD4eNJg6SYEB67GLF/LivDl4Cvl9tiiDJf8dQaLVinYvR6dfDzqPwuuiR4FyoNIWoFThn0yquriqxx6vatSpzplDeoX3nGnJBcobHyutceG1s6uKCc9O4ePHvsRsNqEMhVKKp757kBN7RraV+NPmTaVO6sDRrpbN6Ye45ftpfH3ZlUxfv45n5s4u8nVmk3H0esraAWrPQe/vVUSXzJGa6aE32/hXWfrTQ53GAUl3SlIPk8q1KkYUKzElkTMu7RHUCrUl2LjywUuiFFVsWDN/A58+MRmP00NetpPczDxyMnIZ9Z+ncbsiu1LVUs4FaT6tWbt/H2v27+POmd8V/3y/n/eX/PspWRkJBBJ3IWr9gqr+HJg7EOhyKUwYkrq5PSrlRYzE68t/LgFIYo9Ld439L2dc1gOL3YItwUZS9URGvHo93fp3LPW59m3bz0vD3+HqFiO487SH+HN65e1C+2HcL7jzghO41pqlv6yMaCyXtjsJWzlXNZoNg3FLF5cotbr9fn44ZvMMAOwDCJ20FWQ/g7L3R6U8TZFvAOWhkqDmVIzUySh7fK0ziDbpiolDVruVkeNv47bXh5F5MIvaDWuVaabNvu0HuLnjSHKzcvF5/ez5Zx9PXfEK1z95OZfceX4FRF6x8nJcoevFa47OIIqU27t1Z8nu3Szbs7vQvUiLo7UuVYXHZFvBqbSq2t3ovK8I7mfX4Pod7TuAsrRCm+rllwAIFzNUfxtlO41ARRIRbtJij2MJ1RzUbZpW5umTE56ZQm5W3tH5vZC/89PDE3BGOBGGQ+/BPUKuE/B6vJzS56QKv/6S3bsY9euP3PPjDOZt384ngy4h2Vb2gVuvX3NW05LN0XeYLVx3SmAVpdZ5gR2QfLsoOA/9WC6060e081fw7S5zjMEUJI/GsJ8hSb0CSYtdFGrZb6sLLNE/wjAZ7Niwi5aVZOHPET0HdqHDmSeyfNYanNlODJOBxWrm5peuJblmtQq99msL/uTdxQtxer1oYOamjXSqV58sV9nfIK1mE0lWKw2qVWNnVlaBxwzAbrFgKIXb5+PKk9rzn5at8Gc+H1hcpAzQLorsI898Em1uTmDVaDhYoPobGPazwnQ+URhJ7KJQaY1qsT1EnXiPy0uNOpEpqRpOJpOJx6fex8LvlzJnygISkh30v6EPzU5uUqHX3ZmVyduLFhSoopjr8fDXzh24Q1RWLA2zYTDzqut5evbvTNuwDq01ZzdrzlN9zuHvQ4fYl5NDh7p1SUtMwp/9PuR+CjhLOObpBe/WMkamIOF6cP4Q2BfV3heVdCfKJDOzIkESuyjUZSMHsWru+gL9zxabhY5nn0StepVjk5PjGYZB9/M70/38zhG75uytWzBC1K4PVS63NPxa06tRExwWC0/2OYcn+5xT4PEOdesVfEHO+0BpK12WYtaLSgKVAJaukPwQhqkWJFfo9gyiENLHLgrV6eyTGfHa9SSmJOBIsmOxWehyXgce/PzOaIdWqShV5F5BpWJWCofZjMNs5vX+5+OwlGLGii7DZi4qoYRPtKFqfoGRNgejxsuBpC6iRlrsokj9bzibvlf1ZtemvaSkVqN67dhbnh+rDuXlcs+PPzBv+9ajG0QfqzRLexQwomt3km02EiwW+rdsTQ1H0TuJae0HnRtIzjoXjAbgD7VtoUGgOmOok+SWLEDHhVIKIIZIYhfFslgtNGnbMNphVCpaa66eMpmNhw4GrTB1mC24fV6UUiUrtWsYPHlmXy47qWTVBrXW6NxPIfu1/A2hDQJTGgu7Vqi3FwXWc8D9YwmuaAVT+EpxL/huMR8+NIFdm/fSsFU9ho25ks7nRG7zjXggiV2ICrBi3162ZhwOStwmpWhVsxYbDh0odg56o+QUPrnoUhqnlO5Tks6dCFkv8G9/enF9+ccndiukjIGc8SW8ooFyXFiaEAs1++sFPHv1a7jyAtMwNy7ZzOiLnuPhSfdU2k0vokH62AVZ6dlsXrGVnMwSfuwWxdqZmYkK0bPu05otGenFJnWrYXDFSe1LndQByH6D0g+SHkuh/IcpvIUPYBwdLFXVX0KZ6hXx3JIbe+/HR5P6Ea5cN++N/KSQV4hQpMVehfm8Pl4b8T4/fTwLi82M1+1l4G39uPGZqzCMyv2en3koi3fu/ohZX/6J3+fn1P904rbXbiC1QWQG9U5KS8PrD24p281m/CXofnFYrFzV/pRin6d1HrhXgJGI9udB1uOg95Up5qOUCcwtwHEZZD1KyK6apJEoSyuwdg1b4S6/P7C6OZQdG8K5SCr+SWKvwj586At++ewPPC4PnvwiWNPe+pGadWsw+O4Lohxd2fn9fu4+YzQ7N+4+ul3en9MWsW7BRj7a+Do2R3h2qSpK45Tq9GvZih83/X20IqPZMEiyWMlwFb/gx+n14ClmOqQ/92vIegwwgfYSqMRY3qJcJjA1Amt3lLULOm8yeFdToPXuuBoj6YZyXieYYRik1E4mY39m0GM1K+n02mip3M0yUWZaa6a9NTNoFydXrovJL02PUlThsfinFezbur/AHqh+n5+czDxmTfozYnG8cE5/7u7Ri8YpKaQmJHBJ2xO5sVMXTCX4NKRQrD94oNDHtWcNZD4aqKmusyl2T9GSsvdD1fwMpQyUsqJqTURVfxVs/cF+MdT6HiPl4fJfpxBXPXQJtoSCb7y2BBtXjx5cYdeMR9Jir6J8Xl/I3dkBMg9mRzia8Nq+dmfoja2znWxeuS1icZgMg2EduzCs47/7Irz455wSFe5y+ryYQixqOkLnfkHhdV6KYwVTE/DvzJ/OaASOVbsXI/HqAs9Uygz281D288p4rdIZeFt/3C4vnz/9Fa5cN44kO9c8ein9ru8TkevHC0nsVZTZYqZB63rsWB+07zitOzePQkTh0+iE+phtZjzu4ze2ttH0xOjuPN+hTl0SLJZit8NTwNI9u+naoJBppv6DFD24WdTJbVDzI5R3Ndr5Y2BLOsfFKMsJZTtfGCmluOz/LuSSu/5DXpaThGRHpR/viQa5Y1XY7a8Pw5Zg5UjD0DAU9gQbt7x8XVTjKq9O57QntUEtzJZ/qwcaJoOEJAdnDukZxcjgrKbNaZpSvUS12HM8hbfIle3swK5DJWIQqLtuBvOJqJqfY5hSUbYzMFKewkh+MCaS+rFMJhNJ1RMlqZeR3LUqrFPf9rz4++P0uLArDVrVo/elPXht/tO06doy2qGVi8lk4pXZT3D64O6YrWZMZoNu/Tvy+oIx2BMqfuC0yNgMg4mDL2dYx87Ur1aNOomJmFXwr6HdbKZP0yI+OTkuAFNT4NgZKYVsmmFujaqzBJW2ECN1iqwQrQJkM2sR1478fKsi+quj7ck/fuOLVSuOlvRNMFsY0Ko1z/Y9r8i4tXaicyeDcwYYyeAYAnmfg2sB4ANlCWwQXfNzlLlppP45ogKVdDPrKpvYtdasW/g32enZtO3emqTqiVGNR1RdWmsW7NzB12tX49OagW3acnrjJmV+M9KeFeBeDqY6YDsTpcq+mYeILSVN7FVy8HTn37t5oN+THN6XiTIUXreX65+8olLP3RaVl1KK7g0b0b1heAZ2laU9WNqH5VwlpbVm5ey1bF6xlQYt69LpnPaYyrmnqyi7KpfYtdY80P8p9vyzv8D+l+MfmUirzs3pcMaJUYxOiMonL8fJyL6Ps2X1dvxeHyaLiRppKbw8+wlq1pWFRdFQ5QZPNy7ZzOG9GUGbGrtyXUx784coRVW1edwe9u84iNtV9BRAEZvGPzyBTcu24Mx24nZ6yMtysnfrAV666Z1oh1ZlVbkWe3Z6DsoI3Xd5OMRSZlFxtNZ8MeZrJjzzDX6/H6UUl9x9Ptc+OiSmBztFQT9/8sfRkhRH+Lw+Fv24HLfLg9VWis1ARFhUucR+wqmt8HmCa3DYEqycfkn3KERUdU176wc+f3pKga33Jr/4LY4kB0PuHRjFyERphNrwHACt0SUoeCbCr8p1xSRUczD8+avzF+YEWoW2BCt1m9Wh3w2ybDmSvhhTMKlDoEts0nPfRCkiURa9BnXDZC44UKqUou2prSNScE0Eq3ItdoALb+1Hy47NmPrmTA7vO0zPQd0477qzor54pao5vC8j5PHMg9n4/X5ZdVhJ3PjsVSz7fRWZB7NxZjuxJ9iw2C3c/f7N0Q6tyqqSiR2gXY82tOshK/CiqUm7RmxesTXoeIPW9SSpl9POv3ezeflW6jWvQ8uOzSr0WjXSUvhgzSvMmvQnGxZvovEJDTl76GkkpsjakGipsguURPQt+WUlj1z4TIEdc2wOKw9/KduglZXP6+Ppoa8yf/oizJbAph5N2jVkzA8PUa1GUrTDE+VU0gVK0iwSUdPp7JN55seH6XDmiVRPS+ak00/gqe8elKReDpOen8qCbxfjdnrIzcrDmeNi0/KtvHSjTD2sSqTFLkQcubLxzezfcTDouNlq5pv08TKYWclJi12IKsiZE3rbPa01HlfxG3yI+FCuxK6UulQptVop5VdKFfsuIoSoWF37d8QwBf9aN2xVTwrdVSHlbbGvAi4G/ghDLEKIcho2ZijJNZOwOgIVHc1WM/YkO3e/f0uUIxORVK7pjlrrtRDbta6FqErSGqUybu0rzHj/F1bNXUfjExpy4a3nUadJ7WiHJiKoys5jFyJeJdesxpCRgxgS7UBE1BSb2JVSPwN1Qzw0Sms9taQXUkoNB4YDNG7cuMQBCiGEKJ1iE7vWum84LqS1HguMhcB0x3CcUwghRDCZ7iiEEHGmXH3sSqmLgNeB2sB3SqllWuvzwhKZEKJSc+W5mPP1QvZvP0Cbbi055ayTZKJFhJR3VswUYEqYYhFCxIlt63Zyd++HcTs9uPLcWB1WWnRowrM/PiyrXyNAumKEEGH39BWvkHkwi7xsJ36fH2e2k42LN/PlC9OiHVqVIIldCBFWh/aks23dTo4vQ+V2evjxo1nRCaqKkcQuhAirouoKRqPoYFUkiV0IEVa16tWgQcvgpS9Wu4W+V/eOQkRVjyR2IUTYPfjFnSTVSMSeGBgodSTZaXJiIy6TTcojQkoKCFEJ+Hw+5ny9kFmT5mJLsNF/2Nm0790u2mEVqtlJjflsy9vMmjSP/dsP0qZbS7qc1wGTyVT8i0W5yUYbQsQ4v9/Pwxc+w4pZa3DmuFAKrA4bl917IdeMviza4YkIko02hIgTC79fyopZa3HmuIDA4KQr18XEZ78JuVuSEJLYhYhx86b9FXJnJMNksOTnFVGISMQ6SexCxLik6gmYzMG/qsowSEhOiEJEItZJYhcixp133VmYLMHzHAxD0a3/KVGISMQ6mRUjRAzKy3Ey9fUZ/DZhLlaHlT5X9OK3L+ZisgRmlRgmg6e+fUDqroiQJLELEWM8bg93nvYQOzbswp3nAWDLqm30HNSVMy/rhdVhpcOZ7bBYLVGOVMQq6YoRIsbM/moBuzbtOZrUAZw5LuZOWUijE+rT5dwOktRFkSSxCxFjlv68Ame2K+i4YRisnrs+ChGJykYSuxAxJrVRLSzWEIOlJoMadatHISJR2UhiFyLG9L+hD4a54NJ7pRT2RBtdzu0QpahEZSKJXYgYk9a4No9/M5Lqack4kuzYHFYanVCfF39/DJNZaq2I4smsGCFiUKe+7Zmwcyzb1uzAYrfSsFW9aIckKhFJ7ELEKJPJRLOTm0Q7DFEJSVeMEELEGUnsQggRZySxCxEHtqzezqjzn2ZQjWu5ttXtfP/+z7K/aBUmfexCVHI7Nu7mjp4P4sx2ojXkZOTy9p3j2btlP9c/eUW0wxNRIC12ISq5z5/6Cleum2Mb6M5cF1+9/C25WXnRC0xEjSR2ISq5dQs24vf5g46bLCZ2bdoThYhEtEliF6KSa9CqHkoFH/e4vNRuWCvyAYmok8QuRCV3xYMXY3VYCxyzOqycdvGppKQmRykqEU2S2IWo5Np1b81DE+4mrXEqZqsZq93COdf05v8+uDXaoYkokcQuRBzofn5nPv3nLcb8MIq23Vvzy2dzGNb2Tr5990eZ9lgFyXRHIeLEtrU7ePiCZ3DmBGq578l28u49H3Ng1yGue+zyKEcnIkla7ELEiU+fmIwrz13gmDPXxeQXp5OX44xSVCIaJLELESfW/7UJ7Q/udjGZTOzdsj8KEYlokcQuRJxo2Dp0aV+vx0tqg5oRjkZEU7kSu1LqeaXUOqXUCqXUFKWU7NslRJRc9fBgbMdNe7Q5rJw99HSSqidGKSoRDeVtsf8EnKS1bg9sAB4of0hCiNLyerwc3JVO78E9qJ6WgslswpZg5fybz+GOt26Kdngiwso1K0Zr/eMxf50PDC5fOEKI0jqw6xD/6zmKrPRsXLlurA4L9Zqn8fLsJ6heOyXa4YkoCGcf+w3AjMIeVEoNV0otUkot2r9fBnKECJdXbh7LgZ2HyMty4vf5cWa72LNlP+Me+CzaoYkoKTaxK6V+VkqtCvE18JjnjAK8QKE/SVrrsVrrLlrrLrVr1w5P9EJUcT6fj0U/LA0qAuZ1e5n15Z9RikpEW7FdMVrrvkU9rpS6FjgfOFvLEjchIq7Q3zr5bayyyjsrph9wH3Ch1jo3PCEJIUrKZDLRuW97DFPBX2WzxcRpF58apahEtJW3j/0NoBrwk1JqmVLqnTDEJIQohTvH/pfqaSk4kuwAOJLspDVO5b8vXBPlyES0lHdWTMtwBSKEKJu0Rql8sukN5ny9gO3rd9Hs5Mb0HNgVs0VKQVVV8j8vRByw2q30ufL0aIchYoSUFBBCiDgjiV0IIeKMJHYhhIgzktiFECLOSGIXQog4I4ldCCHijCR2IYqQk5HD1rU7cOa6oh2KECUm89iFCMHr8fLG7eP48eNZmC0m/D7Npf93AdeMvgylVLTDE6JI0mIXIoRxD37Oz5/+gcfpIS/LiSvXxeQXpvPdez9HOzQhiiWJXYjj+Hw+vn3nR1y57gLHnbkuJjwzJUpRCVFyktiFOI7b6cHj8oR8LGN/ZoSjEaL0JLELcRx7go3aDWuFfKx1lxYRjkaI0pPELsRxlFKMeG0YNoe1wDF7go3hz0spXBH7JLELEUL38zvzzI8P0+W8DtRtmkavi7rx2p9P0UZa7KISUNHYza5Lly560aJFEb+uEEJUZkqpxVrrLsU9T1rsQggRZySxCyFEnJHELoQQcUYSuxBCxBlJ7EIIEWcksQshRJyJynRHpdR+YGuYT5sKHAjzOcMt1mOM9fgg9mOM9fgg9mOM9fggejE20VrXLu5JUUnsFUEptagk8zujKdZjjPX4IPZjjPX4IPZjjPX4IPZjlK4YIYSIM5LYhRAizsRTYh8b7QBKINZjjPX4IPZjjPX4IPZjjPX4IMZjjJs+diGEEAHx1GIXQghBJU7sSqnnlVLrlFIrlFJTlFLVC3leP6XUeqXU30qp+yMc46VKqdVKKb9SqtARdKXUFqXUSqXUMqVUxMpeliK+aN7Dmkqpn5RSG/P/rFHI83z592+ZUmpaBOIq8p4opWxKqYn5jy9QSjWt6JhKGd91Sqn9x9yzGyMc3wdKqX1KqVWFPK6UUq/lx79CKdUpkvGVMMYzlVIZx9zDR8nOQXIAAAO4SURBVCIdY6G01pXyCzgXMOd//yzwbIjnmIBNQHPACiwH2kUwxrZAG+B3oEsRz9sCpEbhHhYbXwzcw+eA+/O/vz/U/3P+Y9kRjKnYewLcCryT//3lwMQYi+864I1I/8wdc/3eQCdgVSGPDwBmAAroDiyIwRjPBL6N1j0s6qvStti11j9qrb35f50PNAzxtG7A31rrzVprNzABGBjBGNdqrddH6nqlVcL4onoP86/1Uf73HwGDInjtwpTknhwb92TgbKWUiqH4okpr/QdwqIinDAQ+1gHzgepKqXqRiS6gBDHGrEqb2I9zA4F39+M1ALYf8/cd+cdijQZ+VEotVkoNj3Ywx4n2Payjtd4NkP9nWiHPsyulFiml5iulKjr5l+SeHH1OfgMkAwi9kWr4lfT/7JL8bo7JSqlGkQmtxKL9c1dSPZRSy5VSM5RSJ0Y7mCPM0Q6gKEqpn4G6IR4apbWemv+cUYAX+CzUKUIcC+s0oJLEWAK9tNa7lFJpwE9KqXX5rYVYiC+q97AUp2mcfw+bA78qpVZqrTeFJ8IgJbknFX7filCSa08HvtBau5RSNxP4dNGnwiMruWjev5JaQmCJf7ZSagDwDdAqyjEBMZ7YtdZ9i3pcKXUtcD5wts7v9DrODuDYlkhDYFf4Iiw+xhKeY1f+n/uUUlMIfJQOS2IPQ3xRvYdKqb1KqXpa6935H8X3FXKOI/dws1Lqd6AjgX7milCSe3LkOTuUUmYghch9rC82Pq31wWP++h6BcapYUuE/d+Wltc485vvvlVJvKaVStdZRr3NTabtilFL9gPuAC7XWuYU87S+glVKqmVLKSmAQq8JnTJSGUipRKVXtyPcEBoVDjsJHSbTv4TTg2vzvrwWCPmUopWoopWz536cCvYA1FRhTSe7JsXEPBn4tpPERlfiO66++EFgbodhKahpwTf7smO5AxpEuuVihlKp7ZNxEKdWNQD49WPSrIiTao7dl/QL+JtAHtyz/68gMhPrA98c8bwCwgUDrbVSEY7yIQMvDBewFZh4fI4GZC8vzv1ZHMsaSxBcD97AW8AuwMf/PmvnHuwDv53/fE1iZfw9XAsMiEFfQPQEeJ9DQALADX+b/nC4Emkf4vhUX35j8n7flwG/ACRGO7wtgN+DJ/xkcBtwM3Jz/uALezI9/JUXMKotijLcdcw/nAz0jHWNhX7LyVAgh4kyl7YoRQggRmiR2IYSIM5LYhRAizkhiF0KIOCOJXQgh4owkdiGEiDOS2IUQIs5IYhdCiDjz//PzVIntlvhBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.NearMiss(version=2).fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 44), (2, 56)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.NearMiss(version=3).fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.6 EditedNearestNeighbours\n",
    "删除那些类别与其最近的三个近邻样本中的两个或两个以上的样本类别不同的样本；  \n",
    "特点：样本主要都是多数类，能删的不多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 213), (2, 4568)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.EditedNearestNeighbours().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7 RepeatedEditedNearestNeighbours\n",
    "对EditedNearestNeighbours运行多次（能多删掉一点点多数类样本）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 208), (2, 4551)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.RepeatedEditedNearestNeighbours().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.8 CondensedNearestNeighbour\n",
    "训练一个1-NN分类器，将少数类样本和多数类中被1-NN分错的样本选出来  \n",
    "特点：对异常点敏感，因为它最近邻的点都会被选择"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 24), (2, 114)]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.CondensedNearestNeighbour().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.9 NeighbourhoodCleaningRule\n",
    "该方法首先会训练一个3-NN分类器，将错分点和EditedNearestNeighbours选择的点并起来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 234), (2, 4666)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.NeighbourhoodCleaningRule().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.10 AllKNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 220), (2, 4601)]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = under_sampling.AllKNN().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.11 InstanceHardnessThreshold\n",
    "该方法会首先训练一个分类器, 然后调用分类器的`predict_proba`方法，保留多数类中概率值最高的样本点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 64), (1, 64), (2, 64)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "X_resampled, y_resampled = under_sampling.InstanceHardnessThreshold(estimator=LogisticRegression()).fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 三.混合采样"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 SMOTEENN\n",
    "先做SMOTE再做ENN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4022), (1, 4362), (2, 3484)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = combine.SMOTEENN().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 SMOTETomek\n",
    "先做SMOTE再做TomekLinks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4494), (1, 4572), (2, 4428)]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_resampled, y_resampled = combine.SMOTETomek().fit_resample(X, y)\n",
    "plt.scatter(x=X_resampled[:,0],y=X_resampled[:,1],c=y_resampled)\n",
    "sorted(Counter(y_resampled).items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
